{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75417ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "844d3f68",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data from NYC taxis in 2020.  Add columns\n",
    "# \"month\" and \"year\". Keep only those data points in which the\n",
    "# year is 2020 and the month is either January or July.  \n",
    "\n",
    "filenames = ['../data/nyc_taxi_2020-01.csv', '../data/nyc_taxi_2020-07.csv']\n",
    "\n",
    "all_dfs = [pd.read_csv(one_filename,\n",
    "           usecols=['tpep_pickup_datetime', 'passenger_count', 'trip_distance',\n",
    "                    'total_amount'],\n",
    "           parse_dates=['tpep_pickup_datetime'])\n",
    "           for one_filename in filenames]\n",
    "\n",
    "df = pd.concat(all_dfs)\n",
    "\n",
    "df['year'] = df['tpep_pickup_datetime'].dt.year\n",
    "df['month'] = df['tpep_pickup_datetime'].dt.month\n",
    "df['day'] = df['tpep_pickup_datetime'].dt.day\n",
    "\n",
    "df = df.loc[(df['month'].isin([1, 7])) & \n",
    "            (df['year'] == 2020)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f58172f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set a new numeric range index, numbered starting at 0\n",
    "df = df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8e61c417",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Assign df to a random sample of 1% of the elements in df\n",
    "df = df.sample(frac=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "97f0bf7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14796a870>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 629.361x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using Seaborn, create a scatter plot in which the x axis shows trip distance\n",
    "# and the y axis shows total amount, with the plot colors set by passenger_count.\n",
    "# Only plot a random sample of 1% of the data, to avoid time and memory overload.\n",
    "\n",
    "sns.relplot(x='trip_distance', \n",
    "            y='total_amount', \n",
    "            data=df,\n",
    "            hue='passenger_count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0d448fbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Why do we have colors for passenger_count of 1.5, 4.5, and 7.5?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d506ea93",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x142f85d30>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiUAAAHpCAYAAABdr0y5AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAADsqUlEQVR4nOy9d5hkZZn+f7/nnAqdc5jEzDA5MGRxUDEhqPwUXMVdFsVVwF1FJKy6ztdIWGF1kUUREBBwDYtiAAPBEQXUGZAwwOTc093TOVZXOuF9398fp051VXflOp2qn8919QXTU+F0TXWd5zzP/dw3k1JKEARBEARBzDDKTB8AQRAEQRAEQEUJQRAEQRCzBCpKCIIgCIKYFVBRQhAEQRDErICKEoIgCIIgZgVUlBAEQRAEMSugooQgCIIgiFnBvCtKpJQIBAIgexaCIAiCmF3Mu6JkbGwMNTU1GBsbm+lDIQiCIAgigXlXlBAEQRAEMTuhooQgCIIgiFkBFSUEQRAEQcwKqCghCIIgCGJWQEUJQRAEQRCzAipKCIIgCIKYFVBRQhAEQRDErICKEoIgCIIgZgVUlBAEQRAEMSugooQgCIIgiFkBFSUEQRAEQcwKqCghCIIgCGJWQEUJQRAEQRCzAipKCIIgCIKYFVBRQhAEQRDErICKEoIgCIIgZgVUlBAEQRAEMSugooQgCIIgiFkBFSVEUXR19iASic70YRAEQRAlABUlRMEIITDQP4RwKDLTh0IQBEGUAFSUEAXDuYBlcQguZvpQCIIgiBKAihKiYDjnsCwLQlJRQhAEQRQPFSVEwYhYUSKFnOlDIQiCIEoAKkqIgrEsuyjhnM/0oRAEQRAlABUlRMFwzsEtDimpU0IQBEEUDxUlRMGImNDVsqhTQhAEQRQPFSVEwVicxwoTa6YPhSAIgigBqCghCoZbHEIIcJM6JQRBEETxUFFCFIwQwvYq4dQpIQiCIIqHihKiYEzDBCBJU0IQBEG4AhUlRMHYRQmoKCEIgiBcgYoSomB0w4SqquCc1oIJgiCI4qGihCgY0zShaSogJYQgq3mCIAiiOKgoIQpCSltLonk0cC4gyGqeIAiCKBIqSoiCsNOBOTyaBiklBFnNEwRBEEVCRQlRECJmnKZ5NAghIEhTQhAEQRQJFSVEQXDOYQkOTVMhpIDgpCkhCIIgioOKEqIgLItDcglN0yA5CV0JgiCI4qGihCgIIQS44NA0DYK2bwiCIAgXoKKEKAhucUgJKKoCKQQVJQRBEETRUFFCFITFOVjs/yVAK8EEQRBE0VBRQhREorCVQZLQlSAIgigaKkqIguAJviQSDEJSUUIQBEEUx4wXJcePH8dHPvIRNDQ0oKysDCeddBJeeumljPd55plncNppp8Hn82HlypV46KGHpudgiTimYYIp9gCHAdQpIQiCIIpmRouS4eFhvOlNb4LH48ETTzyBPXv24LbbbkNdXV3a+xw9ehQXXHAB3v72t+PVV1/FtddeiyuuuAJPPfXUNB45YRomVGX87UNCV4IgCKJYtJl88v/6r//CkiVL8OCDD8a/t3z58oz3ueeee7B8+XLcdtttAIB169bhr3/9K26//Xacf/75U3q8xDiGaUFR1difGBUlBEEQRNHMaKfkN7/5Dc444wxcfPHFaG5uxqmnnor77rsv4322b9+Oc889N+l7559/PrZv357y9rquIxAIJH0RxWMaJpRYp4QptpkaQRAEQRTDjBYlR44cwd13341Vq1bhqaeewqc+9Sl89rOfxQ9/+MO09+np6UFLS0vS91paWhAIBBCJRCbd/pZbbkFNTU38a8mSJa7/HPMNKSVMy4Kq2m8fRVFgWdYMHxVBEAQx15nRokQIgdNOOw3f+MY3cOqpp+KTn/wkrrzyStxzzz2uPceWLVswOjoa/+ro6HDtsecrTkJwvFPCGDh1SgiCIIgimdGiZMGCBVi/fn3S99atW4f29va092ltbUVvb2/S93p7e1FdXY2ysrJJt/f5fKiurk76IorDSQhO7pRQUUIQBEEUx4wWJW9605uwf//+pO8dOHAAS5cuTXufzZs34+mnn0763tatW7F58+YpOUZiMpxzcCHiQldFYeA0viEIgiCKZEaLkuuuuw7PP/88vvGNb+DQoUP46U9/invvvRdXXXVV/DZbtmzBZZddFv/zv/3bv+HIkSP4whe+gH379uGuu+7Cz3/+c1x33XUz8SPMSzgXEFxAcXxKGKNOCUEQBFE0M1qUnHnmmfj1r3+N//u//8PGjRtx00034X/+539w6aWXxm/T3d2dNM5Zvnw5fv/732Pr1q04+eSTcdttt+H++++ndeBpxO6UcKjxTokCLgSkpPwbgiAIonCYnGdnkkAggJqaGoyOjpK+pEAG+4fw6iu7sWBhMwAgGAxBCokz3nhKvFAhCIIgiHyZcZt5Yu7BhYgnBAN2p0QICuUjCIIgioOKEiJvJq7/KoxBCkGurgRBEERRUFFC5A3nHBLjUz9FUSCkBKeihCAIgigCKkqIvDFNK26cBgBMsbNvpJhX8iSCIAjCZagoIfJmYkKwoiiQQoJzWgsmCIIgCoeKEiJvjIQwPsD2KRGSVoIJgiCI4qCihMgb0zDjbq7AeKeEhK4EQRBEMVBRQuTFxITg+PcBWgkmCIIgioKKEiIvOE9OCHZgkBAkdCUIgiCKgIoSIi+4xSGEnNQpAVPABQldCYIgiMKhooTIC845eIpOCaSklWCCIAiiKKgoIfIinhA8sVMS+zuCIAiCKBQqSoi84JxDSJEyeE9KKkoIgiCIwqGihMgLzgWEkGCMJX1fURRYpjVDR0UQBEGUAlSUEHnBOQdL8X2mMJgWCV0JgiCIwqGihMgLbiWH8TkwxsAt6pQQBEEQhUNFCZEX6cSsiqKQ0JUgCIIoCipKiLywLGvyOjAARaFOCUEQBFEcVJQQeWHoRpqiRIFFmhKCIAiiCKgoIfLCNE2oKYoSxhi4oKRggiAIonCoKCHyYmJCsIOdFCzAOXVLCIIgiMKgooTIGSklDNOCokxeCmZKrFNCVvMEQRBEgVBRQuSMkxCcys1VURRASHBBGzgEQRBEYVBRQuRM2oRgAEpMUyKoKCFcRAiBY0c7YRrmTB8KQRDTABUlRM7wmGYk3faNpKRgwmV03cDo8CgikehMHwpBENMAFSVEznCLQwqZMiGYKQyCk9CVcBducUR1gzolBDFPoKKEyBkhBLhI3SlhjEFC0kow4Sqccxi6AZOM+QhiXkBFCZEzVkxTkml8Q1bzhJtYFodhGJRATRDzBCpKiJyxE4LTd0KkBCQJXQkX4ZzDMi3SlBDEPIGKEiJnBBcZShKAAbQSTLgKtzi4EFSUEMQ8gYoSImeyZdtIgFaCCVfhnENYAnpEJ70SQcwDqCghcsayLDA22c3VQWH2Bg5BuIVpmGAKg2Vx0pUQxDyAihIiZwzDTOnm6iCkgCCfEsJFDN2E1+uBZVkwTVoLJohSh4oSImdMw0iZEOzAwCAE+ZQQ7mGYJrw+r90pyTI+JAhi7kNFCZEzdkJw+reMoijgdOIgXMQwTHg8GoQQZKBGEPMAKkqInBhPCM7QKVEYTCpKCJcQsVgDZ2RokqaEIEoeKkqInOCcQwqRUVNid0roxEG4A7c4uMXt7py0hdYEQZQ2VJQQOWHn2ojMnRLGaO5PuIbFOQQXUBUFqqaQVwlBzANmtCj5+te/DsZY0tfatWvT3v6hhx6adHu/3z+NRzx/sTiPtdKzaUroapZwB9s4zR7faJpGRQlBzAO0mT6ADRs24I9//GP8z5qW+ZCqq6uxf//++J8z+WYQ7hFPCM7QKVEU6pQQ7sE5t7tzqgJNUxGNGajR7zxBlC4zXpRomobW1tacb88Yy+v2hDvEE4KzdEqElBAi85iHIHLBsjiktAthzaPBMExYpgWP1zPTh0YQxBQx42eOgwcPYuHChTjxxBNx6aWXor29PePtg8Egli5diiVLluDCCy/E7t27M95e13UEAoGkLyJ/7BMEsmpKBOdkNU+4AucckPZ7SVNVcIuTgRpBlDgzWpScddZZeOihh/Dkk0/i7rvvxtGjR/GWt7wFY2NjKW+/Zs0aPPDAA3jsscfw4x//GEIInH322ejs7Ez7HLfccgtqamriX0uWLJmqH6ekEVzETxDpcDolklxdCRfgFo8HQGqaBsvitBZMECUOk7Mo5WpkZARLly7Ft7/9bVx++eVZb2+aJtatW4dLLrkEN910U8rb6LoOXdfjfw4EAliyZAlGR0dRXV3t2rGXOj1dfdi9cx8WLGxJe5toVEckFMXpbzwZfr9vGo+OKEU627uwf++h+Huuu6sPp5y2AQ1N9TN8ZARBTBUzrilJpLa2FqtXr8ahQ4dyur3H48Gpp56a8fY+nw8+H50gi8WyOBgyCwwVxmL5NzS+IYrHNMzkcaGU1CkhiBJnxjUliQSDQRw+fBgLFizI6facc+zcuTPn2xOFw7mFLDUJFEWBlJKSgglXMHRzQtYSI00JQZQ4M1qUfO5zn8Ozzz6LtrY2bNu2DR/4wAegqiouueQSAMBll12GLVu2xG9/44034g9/+AOOHDmCV155BR/5yEdw7NgxXHHFFTP1I8wbsiUEA7bNvODUKSHcQTcNKAnvOc2jIhImrxKCKGVmdHzT2dmJSy65BIODg2hqasKb3/xmPP/882hqagIAtLe3J7Vvh4eHceWVV6Knpwd1dXU4/fTTsW3bNqxfv36mfoR5g6EbWdd8FUWBhKSihHAF07CSzPo0TUUkSkUJQZQys0roOh0EAgHU1NSQ0DVPXnt5F0KhMGrrajLerrurD6eecRLqG2qn58CIkkQIgZeefxUAUFlVAQAIjI5BUVWc+cZTyECNIEqUWaUpIWYvxkTRYRoYAwQnV1eiOLjFYfFksz7No8GyLJgG6UoIolShooTICo8ZomVyc40jATG/mm/EFGBxDsllktDV9iqxKC2YIEoYKkqIrHDLziBRlcxCVwCQAG3fEEWTGMbnoGkquCVoLZggShgqSoisWLFOSaaEYAcGkNCVKJrEMD4HRVEghKDxDUGUMFSUEFkRXEDw3EL27O0bGt8QxZEYxpcMGagRRClDRQmRFc551oRgB8YYhCChK1Ecdhjf5OKWQSFNCUGUMFSUEFmxLA4hUl21TkZhCiy6kiWKxA7jm1yUqJpCBmoEUcJQUUJkRXABluIEkQpFYbAs6pQQxcHTrJVrmopIhIoSgihVqCghssI5tw1IcoAp1F4nimdSGF8MTdOg6waJqQmiRKGihMiKPd/P7baKwmCReRpRJJPD+GziXiU0IiSIkoSKEiIrlpU9IdiBMQXcpKKEKI6JYXwOqqbarq5UlBBESUJFCZGVXC3mAUdTQicMojhM3Uzpi2MbqHF6jxFEiUJFCZEV0zCTnDUzoSgKpKSkYKJwhBDgnKd8zymKAikkGagRRIlCRQmRFdO0cnJzBRyfEkFFCVEwqcL4EpFkoEYQJQsVJURWDN3IY3yjQEhJ+TdEwVicQ3CRUugK2AZqhmFM81ERBDEdUFFCZCSvhGAATGGQXFJSMFEw3IoVJWlGhpqmQI/o03xUBEFMB1SUEBmx01pzSwgGnE6JgKC1YKJA7FiD9IWw5tEQiVJRQhClCBUlREa4cML4ctsJVhiDFBTKRxRO+jA+G1VVyUCNIEoUKkqIjGRrpU/EiZenEwZRKOnC+Bw0TYNlkoEaQZQiVJQQGcnWSp8IU5g9vqGihCgQbvGMZn2ahwzUCKJUoaKEyAjndoGR6/YNYwxS2vcjiELIFmugqio45zBN8iohiFKDihIiI9zieb9JGABJnRKiQEzDBMugYRo3UKNOCUGUGlSUEBnhnKOQ8oJTUUIUSLowvomQ1TxBlB5UlBAZ4ZznmsUXR0JC0vYNUSDpwvgmQgZqBFF6UFFCZITzzKLDVDAwEroSBZMujC8RTVMRDZNXCUGUGlSUEBnJJyHYQUpQUUIURKYwvkQ0j4ZIJDJNR0UQxHRBRQmRkXwSgh2YEuuwEESeZAvjc9A0DYZpUfFLECUGFSVERuxOSX7zG0VRSIRIFES2MD4HVVVhmRZMg9aCCaKUoKKEyEghnRKFMXCTOiVE/uTqIEwGagRRmlBRQqQl34RgB0VRYFKnhCgA20E4t/GNZVnUkSOIEoOKEiItggt7vp+n0JUpDBZpSogCsCwOIdKH8TkwxgAJMlAjiBKDihIiLbnO9yfCmGLnlxBEnuTri0NW8wRRWlBRQqSFW/b4Jm9NicJgUVFCFEC2ML4kmC3EJgiidKCihEiL7RmRexifg6IogJS0rknkTbYwvkQ0TYMeIQM1giglqCgh0mJZhQpdWbygIYh8MPMw69M0lQzUCKLEoKKESAu38s+9AWxNiRCSkoKJvDH03H1xNE2DYZhk1EcQJQQVJURauOC5dtKTUBQGKSQlBRN5k2sYH2B3SizTgkVeJQRRMlBRQqSFW9xevcwTpijgklOnhMibXML4HDRNg8U5GagRRAlBRQmRFiGEna6XJ4rCAAHSlBB5kWsYn4OqOa6utIFDEKXCjBYlX//618EYS/pau3Ztxvs88sgjWLt2Lfx+P0466SQ8/vjj03S08w9dN/IWuQKAwhRwISALKGiI+UuuYXwOtoGahEWRBgRRMsx4p2TDhg3o7u6Of/31r39Ne9tt27bhkksuweWXX44dO3bgoosuwkUXXYRdu3ZN4xHPHwrJvQFsR1cpBQkQibwozKyPUaeEIEoIbcYPQNPQ2tqa023vuOMOvPvd78bnP/95AMBNN92ErVu34s4778Q999yT8j66rkPXx70MAoFA8Qc9TzDM/BOCAfsKVkpACOqUELmTaxhfEmSgRhAlxYx3Sg4ePIiFCxfixBNPxKWXXor29va0t92+fTvOPffcpO+df/752L59e9r73HLLLaipqYl/LVmyxLVjL3UswyqoUwLYppwkdCXyIdcwvkQ0TUMkTF4lBFEqzGhRctZZZ+Ghhx7Ck08+ibvvvhtHjx7FW97yFoyNjaW8fU9PD1paWpK+19LSgp6enrTPsWXLFoyOjsa/Ojo6XP0ZShVHdJivm6uDBGglmMiLXMP4EtE0DVFydSWIkmFGxzfvec974v+/adMmnHXWWVi6dCl+/vOf4/LLL3flOXw+H3w+nyuPNZ9wRIder6fAR5CQNL4h8iDfMD4A0DwqTNPMa2uHIIjZy4yPbxKpra3F6tWrcejQoZR/39rait7e3qTv9fb25qxJIXLH4hySy7wTgh0YU0joSuRFIcnSmmobqJFXCUGUBrOqKAkGgzh8+DAWLFiQ8u83b96Mp59+Oul7W7duxebNm6fj8OYVgou85/uJSCFpJZjIi0KKWE3TYFmcXF0JokSY0aLkc5/7HJ599lm0tbVh27Zt+MAHPgBVVXHJJZcAAC677DJs2bIlfvtrrrkGTz75JG677Tbs27cPX//61/HSSy/hM5/5zEz9CCUL5xycC6hKYS1xRWWwCrjyLXWGh0ZwvKN7pg9jVpJPGJ+DqqmwOBmoEUSpMKNFSWdnJy655BKsWbMGH/7wh9HQ0IDnn38eTU1NAID29nZ0d49/gJ999tn46U9/invvvRcnn3wyfvGLX+DRRx/Fxo0bZ+pHKFksi0PK/BOCHRhjsCy6ep1IOBTB0ODwTB/GrMTQzbzfb46BGo1vCKI0mFGh68MPP5zx75955plJ37v44otx8cUXT9EREQ6CcxSUxhdDYQycnDYnYZoWIhEdQoiCN5tKFd00cs69SYbBJK8SgigJ6FORSInFC0sIdlAUBRanq9eJGFHdFmbSSXQSpp7/+AawHYTJQI0gSgMqSoiUcCv/9cxEmEKaklREDSMWIkcFWyK2hqmwtV7bqyQ6BUdFEMR0Q0UJkRIhBFBEWaIotBKcClM3Kdk2BYKLvML4ElFVFREqSgiiJKCihEiJYRhQ1MKLElvoymktOAHOOSzLIl+NFBQWxmejeVSYhklFMEGUAFSUECkxDasoIaaiKoCUsY4LAQCWaYFzAc4FaUomUFAYXwxN08AtToUeQZQAVJQQKdGNQjchbBTGwLmgpOAEOOewuAVVVWDoxkwfzqyikDA+B01VYVmcCj2CKAGoKCFSUkxCMGBrSqSU9moxASAWOGcJ+Pw+hCnZNolCwvgcxg3UqFNCEHMdKkqISRSbEAzYmhIhBARpSuJYFgcXAl6vh5JtJ1BIGJ+DbaAGMusjiBKAihJiEtyyLeYLdXMFbE2JkAKCk6bEwV6zltA0DaZp0pV9AoWE8U2ExjcEMfehooSYBBd2MVFsp0RyEromYlkWJABNi2kgaC04TrGbM0xhpNMhiBKAihJiEtyyRYfFCV0VCElJwYlwzgHJoHk0WKZFybYJFBLGl4imaaTTIYgSgIoSYhI87hlRhNBVVSBj2hTCRtd1qKoCVVXBBa0FJ1JIGF8imqZCp04JQcx5qCghJsE5twPjijhJAHaeH60Ej2PoJlRtvNAjTck4hYfx2aiabaBGYleCmNtQUUJMwg3RIWC/uUjoOo4e1cdPvBKkKUnA1M2iVtA1TYNlkoEaQcx1qCghJlFsQrCDACAkFSUAIKWEYY57v2geFZEw5bUA42F8xY5vHAt/giDmLlSUEJMQXBSVEOzAGHVKHCyLg1vj4mFNoxA5B25xO4yvCKGrrdOhTglBzHWoKCEmYYtTXShLJGglOIZlWfaatdMp0TToukGvD4oL43NwDNRoJEYQc5uiihLDMLB//34Sl5UYhmFAUYovSiQVJXFsQzoOLaEosUyLNnBgd9MKDeObCI1vCGJuU1BREg6Hcfnll6O8vBwbNmxAe3s7AODqq6/Grbfe6uoBEtOPaVhFb94AgKIyWC6JZuc6lmUlBc5pHlsDQeOG4sL4ElEUCjokiLlOQZ8CW7ZswWuvvYZnnnkGfr8//v1zzz0XP/vZz1w7OGJmMEyzqPVMB8YYddFicItDSsR1E5qmxYoS6pQUE8aXiKqpZKBGEHMcrZA7Pfroo/jZz36GN77xjfYsN8aGDRtw+PBh1w6OmBlMwyr6BAHYJ2Bh0fgGiG00Jbjb2hoISZ0SFBfGl4imqRR0SBBznILOPP39/Whubp70/VAolFSkEHMPIQS4Zbky31cYg8XppAvYWofJvxmMNCVwzxfH6T5Rd44g5i4FFSVnnHEGfv/738f/7BQi999/PzZv3uzOkREzghsJwQ6KqpCmJIZlWZMWmihEzoZze7RVLJqmkoEaQcxxChrffOMb38B73vMe7NmzB5Zl4Y477sCePXuwbds2PPvss24fIzGNuJEQ7GBrSqgoAQA9akzqPlGInI1puKNhUmMGaqZhoqzMn/0OBEHMOgr6JHjzm9+MV199FZZl4aSTTsIf/vAHNDc3Y/v27Tj99NPdPkZiGuEWB5fFJQQ7KIoSuwqm/BvDmGyjThoIm2LD+Bw0TYPFORXCBDGHKahTAgArVqzAfffd5+axELMAzjmE5VKnRGGQQkAIdzwo5jJJuTcxNE2DadohcppW8K/inKfYML5EGBhtNBHEHKagT4LHH38cTz311KTvP/XUU3jiiSeKPihi5ognBLu1fSPkvLead7JdEhOCASevhTQQxYbxJSNhGvP79SSIuUxBZ54vfvGLMSvyZKSU+OIXv1j0QREzB7c4wODKFpXCxjsl8xlu2SMFVZlQlHjI1dWNML5EFEWBrlOmEEHMVQr6JDh48CDWr18/6ftr167FoUOHij4oYubgQriyCQHYhY2QEmKea0osy7I7JRNOvHaInJjXnRInjG9iwVYopNMhiLlNQUVJTU0Njhw5Mun7hw4dQkVFRdEHRcwc3HLHyAqwV4JFbJtnPhNPCNZSn3jnswbCCeNzI2sJsLtPVJQQxNyloKLkwgsvxLXXXpvk3nro0CH8+7//O97//ve7dnDE9OOWZwRgd0qkkPN+fGPbqKfW6TDM7xA5bnHXwvgAu/tkmua87j4RxFymoKLkm9/8JioqKrB27VosX74cy5cvx7p169DQ0ID//u//dvsYiWnELc8IICZ0lVSUOI6lqXQ6qqYiEpm/GgghhCthfA6OeJhcXQliblLQHmJNTQ22bduGrVu34rXXXkNZWRk2bdqEc845x+3jI6YZtxKCAbsoIaFrrPuE1O0nbZ4XJW6F8TloHg3c4mSgRhBzlILNERhjOO+883Deeee5eTzEDKObhmsnCAAAY6QpyXDVrmm2BsKtNey5hlthfA6qqsLitGZNEHOVgouSp59+Gk8//TT6+vomXQk/8MADRR8YMTOYhuXa+AYAIAWEmN/bN4ZupN0u0TQNumHAMi14fd5pPrKZx60wvonMZ/EwQcxlCipKbrjhBtx4440444wzsGDBAkoGLhGEELHVVffcVyUYuJjftt+6bqQdiWkeFaGwBXO+FiUuCqvHkbDM+f2eI4i5SkFFyT333IOHHnoIH/3oR90+HmIG4VyAWxwej3tFCQMg53unxDChpVkHVlXV1kDM0yt7N4XVDqqikoEaQcxRCvo0MAwDZ599ttvHQswwnHNIIaC4nFPD57GmREppd0rS6EVsMfD8tUZ3K4wvEU1TEQmTVwlBzEUK+jS44oor8NOf/tTtY8Gtt94KxhiuvfbatLd56KGHwBhL+vL7SWXvBtzisIQ7CcHjMEg5f4sSy+IQnKftlDjM106Jm2F8DppHgx6looQg5iIFjW+i0Sjuvfde/PGPf8SmTZvg8XiS/v7b3/523o/54osv4vvf/z42bdqU9bbV1dXYv39//M+kaXEHNxOCHZgyz83BOAe3RGa9CLNHPPMRd8P4bFRVhWVZ8z59mSDmIgX9xr7++us45ZRTAAC7du1K+rtCCoRgMIhLL70U9913H26++east2eMobW1Ne/nITLDOYeQ7hYliqLAShHeOF+wTAs8S/dJ0zREwpFpPKrZgdthfA6qqsA0TFgWp6KEIOYYBf3G/vnPf3b1IK666ipccMEFOPfcc3MqSoLBIJYuXQohBE477TR84xvfwIYNG1LeVtd16Pp4KzcQCLh23KWG4HYYn5udJ8bYlK19zgWcE2+mboCmafPSQM0J4/N53d06UjUVluDz+n1HEHOVGXdrevjhh/HKK6/glltuyen2a9aswQMPPIDHHnsMP/7xjyGEwNlnn43Ozs6Ut7/llltQU1MT/1qyZImbh19STEVHQ1EUWPP45GCZVlbHUs2jxq7s59eYywnjm4rtG26Jefd6EkQpUHBv86WXXsLPf/5ztLe3wzCMpL/71a9+ldNjdHR04JprrsHWrVtzFqtu3rwZmzdvjv/57LPPxrp16/D9738fN91006Tbb9myBddff338z4FAgAqTNHCLQ3FZn6MoDHwenxysHBxLNU1DJBSFac4vDYQTxuf2+MZJp57PxTBBzFUK+jR4+OGHcfbZZ2Pv3r349a9/DdM0sXv3bvzpT39CTU1Nzo/z8ssvo6+vD6eddho0TYOmaXj22Wfxne98B5qmgedw5e7xeHDqqafi0KFDKf/e5/Ohuro66YtIjRDuu6/O905JLiMEO0TOgjnPxK6cczuMbwrs9Rky2/sTBDE7KejT4Bvf+AZuv/12/Pa3v4XX68Udd9yBffv24cMf/jBOOOGEnB/nne98J3bu3IlXX301/nXGGWfg0ksvxauvvpqTKp9zjp07d2LBggWF/ChEApFIFKrm7gmCMQYuBKT7tp1zglxOjJqmzcu8Fu5yGN9E5vPWF0HMVQrqFR8+fBgXXHABAMDr9SIUCoExhuuuuw7veMc7cMMNN+T0OFVVVdi4cWPS9yoqKtDQ0BD//mWXXYZFixbFNSc33ngj3vjGN2LlypUYGRnBt771LRw7dgxXXHFFIT8KEUNKicDIGHwuW50zhUHG7Ovn02jCQdcNqFk8Shzmm1cJF8LVML4kGHVKCGIuUtBZoq6uDmNjYwCARYsWYdeuXTjppJMwMjKCcDjs6gG2t7cnXUkNDw/jyiuvRE9PD+rq6nD66adj27ZtWL9+vavPO9+IRnXoUR3+Mp+rj6soCgzLnLdW83rUgJpTJ0DOuyv7qdyOUVUVetTIfkOCIGYVBRUl55xzDrZu3YqTTjoJF198Ma655hr86U9/wtatW/HOd76zqAN65plnMv759ttvx+23317UcxCTiUaiiOo6qmurXH1chTFAyElJ0vMFw8itU6Kq6rxbC56aMD4bVVXnrSEdQcxlCipK7rzzTkSj9gfol770JXg8Hmzbtg0f/OAH8eUvf9nVAySmh2hEh5Tuz/cVRYGQEnweFiVCCFimlZM2aj56lRi6+xbzDqqqkNU8QcxBCipK6uvr4/+vKAq++MUvunZAxMwQDIZct/sGbE2JEGJejm8s04LFObxeT9bbapoaLwznS2yCYbgfxuegxjaashnXEQQxuyjoE0FVVfT19U36/uDgIH0AzEGmSuQKjKfg5rLeXWpY3HYV1XLplHi0ebcWbJjmlHVKNFUF52Le6XQIYq5T0CdCuvVOXdfhddkymph6HJHrVBQljDEIOT9Xgi3TytkcTNNiRck8OolORRifg6KqsLg1rz1yCGIuktf45jvf+Q4A+0Rz//33o7KyMv53nHM899xzWLt2rbtHSEw5UyVyBRI7JfNPU+KYg+WmKVHBLT5v1oKnKozPQVNVCEvMyw4dQcxl8ipKnK0XKSXuueeepA9br9eLZcuW4Z577nH3CIkpZ6pErg4SgJyHQlfL5ECOAYdO8WYa86NTMlVhfA6KqoALMa86TwQxnXz961/Ho48+ildffdXVx82rKDl69CgA4O1vfzt+9atfoa6uztWDIWaGqRK5OjDMz+0bzjnyHVrNl07JVIXxJcIA6pQQhAswxvDrX/8aF1100ZQ/V0GfCH/+85+TChLOOV599VUMDw+7dmDE9DCVItf4c4DNS58SW8+QR1nCMG+8NaYqjG8iJHQliLlFQZ8I1157LX7wgx8AsAuSc845B6eddhqWLFkyyeyMmN1MpcjVgQEQ81BTYhpGXiMxTdMQCUem8IhmD1MZxjcOI6t5oqR429vehquvvhrXXnst6urq0NLSgvvuuw+hUAgf//jHUVVVhZUrV+KJJ56I3+fZZ5/FG97wBvh8PixYsABf/OIXk34v3va2t+Gzn/0svvCFL6C+vh6tra34+te/Hv/7ZcuWAQA+8IEPgDEW/7PDj370Iyxbtgw1NTX4p3/6p7jbe6EU9InwyCOP4OSTTwYA/Pa3v0VbWxv27duH6667Dl/60peKOiBienFErt4p7ZRI19OH5wJGntsl88lAbarD+ABA1RToOlnNE6XFD3/4QzQ2NuLvf/87rr76anzqU5/CxRdfjLPPPhuvvPIKzjvvPHz0ox9FOBzG8ePH8d73vhdnnnkmXnvtNdx99934wQ9+gJtvvnnSY1ZUVOCFF17AN7/5Tdx4443YunUrAODFF18EADz44IPo7u6O/xmwc/AeffRR/O53v8Pvfvc7PPvss7j11luL+vkK+kQYHBxEa2srAODxxx/HxRdfjNWrV+MTn/gEdu7cWdQBEdPLVItcAYCBQcr51ymJ6npemgnNo8I0zHmhg7A4n7owvhiqolD+DVFynHzyyfjyl7+MVatWYcuWLfD7/WhsbMSVV16JVatW4atf/SoGBwfx+uuv46677sKSJUtw5513Yu3atbjoootwww034LbbbksaqW/atAlf+9rXsGrVKlx22WU444wz8PTTTwMAmpqaAAC1tbVobW2N/xmwXasfeughbNy4EW95y1vw0Y9+NH6/QinoTNTS0oI9e/aAc44nn3wS73rXuwAA4XCYzNPmGFMtcgXszZL5NtuXUsZs1PPrlFgmnxcbI9MxzlM1FYZBRQlRWmzatCn+/6qqoqGhASeddFL8ey0tLQCAvr4+7N27F5s3b07aAHzTm96EYDCIzs7OlI8JAAsWLEhpkDqRZcuWoapq3Eoi1/tloiCb+Y9//OP48Ic/jAULFoAxhnPPPRcA8MILL5BPyRxiOkSugG01b84zEyvHhyO/okSNu7r6/e6mNc82cg3j62g7DsMwsWL1sryfQ9VUWCZZzROlhceTHFvBGEv6nlOA5LNckOoxc7l/offLREFFyde//nVs3LgRHR0duPjii+Hz2R+gqqpSDs4cwhG5+sum9gSoKAr4PBMcWrHtklxybxw0TYPF50enJJcwPs45bvrStxEJR/CdH3wDdfW1eT2HqqjQdQPcoqKEmJ+sW7cOv/zlL5Mytf72t7+hqqoKixcvzvlxPB7PtI2VCxYSfOhDH8J1112X9IN97GMfw4UXXujKgRFTz3SIXAG7ep5vdt+OOZiq5X8ynA9eJbmE8fX3DiIwOgbTtLB318G8n0PVVHDOaQOHmLd8+tOfRkdHB66++mrs27cPjz32GL72ta/h+uuvz0tHuGzZMjz99NPo6emZcuuPnDsl3/nOd/DJT34Sfr8/bjefjs9+9rNFHxgx9UyHyBWYr50SC5wLqEpyUaJHdfgyjmbmh6urbmTvlBzv7In//77dB3H2OWfm9RyqqtjF4TwriAnCYdGiRXj88cfx+c9/HieffDLq6+tx+eWX48tf/nJej3Pbbbfh+uuvx3333YdFixahra1tag4YAJM5JqUtX74cL730EhoaGrB8+fL0D8gYjhw54toBuk0gEEBNTQ1GR0dRXV0904czoxzcfwTHO7rR3NJY0P31qI5IJIraupqMtwuMjkHTNJzxxlMKep65yODAMF57ZTdaF4wr1fftPoib/t9t+OAl78M//NMFKe/X1zuAxScsxMrV6X/HSoGXnn8VlmWhuiZ93tJvf/kUfvLgLwEAJyxbhG/e+bW8n6enuw+nnH4S6htqCz1UgiCmkZw7JY7F/MT/J+Ymbohcv/PN+/D6jj3477tvQEtrU9rb2UnBMmmuWepwzjFRyblv9yFwLvDaK7vSFiW2gVppe5VwziFEdjfXxE5Je9txBMdCqKyqyO/JpKTxDUHMIaa2b0/MWqJRHdFI4U6u0UgUO17aBdO0cPhAW8bbKooCEdtGmS+kWoEeGR4FAPR296e9n6apiESiyLGBOSeJ622UzHqbroSiBAD27zlUwLMxcBrfEMScIedOyfXXX5/zg377298u6GCI6SMaiUI3dNTUpW+fZ+Lg/iPx1a/B/qGMt2UKg7Ak5DxydbULsOSu0PDQCABgZDiQVluieTQYhgnLtODJY3NnLpFLGJ+UEsc7ugEAK1Ytw+GDbdi3+yBOP+vkPJ+NrOYJYi6Rc1GyY8eOpD+/8sorsCwLa9asAQAcOHAAqqri9NNPd/cIiSmhWJHrvt3jV60DWYoSRVEAYScFl+ZpdjLRqA5FTS5KnE4JAPT1DGDJskWT7qdpGsLhCEzTLNmiJJcwvsDoGELBMBhjePv5b8bhg23Yuzv/DRxFZYhG9WIOlyCIaSTnouTPf/5z/P+//e1vo6qqCj/84Q/jacHDw8P4+Mc/jre85S3uHyXhOsU6ueZVlDAGLsS8Sgo2dAPahNd3eGi8KOnt6U9TlKjgVml7lThhfJnef87opqm5AZtOXQ8AOHroGKJRPS9jOU1VYVD+DUHMGQq6TL7ttttwyy23xAsSAKirq8PNN9+M2267zbWDI6aGYkWulmXh0P7xDavBgeydEinlvEoK1nUDSsJJV0qZ1ClJpytRFAVSSJhG6XqVOGF8mUTPjsh14eJWNDU3oKGpDpwLHNyX32afoqoUykcQc4iCipJAIID+/skfqv39/UXHFhNTT7Ei16OH25M+6HPSlPD50ykRQsCyOLQE47RIOAJDHy80envSi10BlHSnJJcwPkdPsnBxKxhjWLt+FQB7rTofbOt+Pm/eewQx1ymoKPnABz6Aj3/84/jVr36Fzs5OdHZ24pe//CUuv/xy/MM//IPbx0i4jCNyLdTJdX9sdLNuo32iGAuEMs7tFUWBhJw3JwbbsMtK0kwkjm6ALEUJQ0kHyeWyDeOMbxYtWQBg/L2Wb1Giqnae0HwLhCSIuUpBRck999yD97znPfjnf/5nLF26FEuXLsU///M/493vfjfuuusut4+RcJmiRa577BPDaWduQlmZH0Dmbokd0iQh5sn2jWlZ9nZJwuubOLoBsq0Fa4iGS1ecmUsYX1fC+AYA1m6wi5KD+4/kVWDEXV3n0To6QcxlCjorlZeX46677sLg4CB27NiBHTt2YGhoCHfddRcqKsbNjTo7O+fN1fFcohiRq5Qy7hexdsMqNDTVA8gudgUAMU9ODNzidghcwvjG6ZQ0t9ruuf19g2k1NpqmIRKJTP2BzhCmYWZcB9ajOgb67PfToiWtsf8uQFV1JQzdxJFDx3J+LlVTIbigTonLjI4EsGfn/pLWPhEzQ1HmaRUVFdi0aRM2bdqUVIw4rF+/fko98on8KVbk2tXZg7FACF6fB8tXnIDGWFGSVVcCQJSwIVgilmVN2i4ZiRUlK1Yts4PiLI6BNAJhzaPCMMySNZvLFsbX3dUHKSWqqiviNvS2rmQlgPxGOKqqggvKv3GTcDiCg/uOoLdnAKFQeKYPh5hhnnvuObzvfe/DwoULwRjDo48+WtTjTamjaym7Us5VihW5Ol4RK1cvh+bRxouSgczJkRKYN10zbtnjicTtkuHY+Ka+oS6eNdTXM5Dy/pqmwTKtkhW7Zgvj60oQuSayNqYryduvREpydXUJ0zBx6MBRBEbHwLlV8pEIRHZCoRBOPvlkfO9733Pl8XL2KSFKg2KdXB2RqzPjb2jObXzDgHmzEpxKv+B0Smrra9DS2oTu473o7e7HxpPXTrqtszFiGmZenhxzBVM3M44Px9eBFyR933nP7d9zKKv5WiISIFdXFxBC4OjhY+jr6UdLaxMGB4YxFghiwaKWmT60kkRKCcgZ+sxkSs45Ze95z3vwnve8x7WnpqJknuGWyHVNrJXudEocDUA67O2b+dE5s8zJK6+O0LWurgYtseTgdBs4qqrC4qXZKeGxDKRMBYVTlCya0ClZduIS+Mt8CIci6Dh2HEtPXJLbk0pWsqOw6aSzvQsdx7rQ2FgPVVXh9/swMhKwwxUL/DwhMiAFhnftyH67KaBu46kAK9xcsxjonTTPKEbkOjgwjP7eQTCFYfXaFQCAhkbbQC+rpoQxCDE/TgyWZYEpE3NvEjolTlHS3Zfy/owxQAKmWXoiQm5xcC4yhvF1dcQ6JUuSixJVVePvu3xGOKqmQNdLd5tpOujt6ceRg8dQU1sVtxLw+32IRqM0wiFcZUo7JfMlpn6uUKzIdX/sRLD8xBNQVm6vAjc2NQCwXV0zXTEpTJk3GxB6RE9aBwYSOiX1NYhG7Q/xdJoSB9MovdfL4raRWTpNieAC3ceT14ETWbthFV7fsQf7dh/Eu9/3jpyeU1VVRCNUlBTKyPAoDh9og9fnRXlFefz7Xp8X5qCFSDiCisryDI9AFART7I7FDD33TDGlRQkJXWcXjsi1rLwwncK+2CqwM7oBgPqGWjDGYJoWAqNB1NZVp7yvorB5swGhm0bSOrChGwiH7BXf2rqa+Birt6cfUqa2W1cUBbpeeleg2cL4+vsHYZoWPB4Nzc2Nk/4+0UQt3Ws3EVVVaXW1QMKhMA7tPwrTNNHU3DDp7xmAUCiMRkz+O6I4GGMzNkKZSYouhzo6OtDR0ZHy7/bs2YOlS5cW+xSESxTr5LovLnIdL0o0j4bauhoAWQzUFGXeiA2NqJE0InM2bzxeD8orytAS8yoJhyIIjoVSPoamqYiUoIFatjA+Z3SzYFFLysJlxerl0DQNI8OBjAZ0iaiqAsO05s32l1uYholDB9swOhKIa8cm4vV5MTIcmOYjI0qZgooSy7Lwla98BTU1NVi2bBmWLVuGmpoafPnLX06agy9ZsqSoJFrCXYoRuYaCYXQcOw4AWBPLIXEYXwvO7Oo6H1w1LcsC56k9SurqasAYg9fnRV19LYD0zq6aR0M0Ei25bmO2ML7jadaBHbxeD1asXgYA2LvrQE7PqWq21TytBecO5zy+adPc2pj238tf5kMoFKYk5nlMMBjEq6++ildffRUAcPToUbz66qtob28v6PEKKkquvvpq3HvvvfjmN78Zd3T95je/iR/84Af47Gc/W9CBEFNPMSLX/XsPQUqJ1oXNk0Y0uawFK4oCbpb+SSHu5poi96a2vib+PcfZtS/NBo6mqTDN0stsyRbGN9FePhXOarAzTsyGptquruY86dQVi5TS3rRp745v2qTD7/NBj+oIh0vXgZjIzEsvvYRTTz0Vp55q61+uv/56nHrqqfjqV79a0OMVpCn56U9/iocffjhpN3nTpk1YsmQJLrnkEtx9990FHQwxdRQvck32J0kkl7VgW1NS+icFy+KwBIeS2CmJjW+cMRcAtCxowv49h9KuBdtW8zpM04TH65nag55GsnUrjk8I4kvFuo2r8NgjT+TcKVFi+TfUKcmN3p5+HD3UjpqayqyjXkVVILhAJBxNen8T84e3ve1trnZ0C+qU+Hw+LFu2bNL3ly9fDq+3sJMeMbUU6+Tq+JOsTRC5Ojhrwdk6JfPB1ZVzDm4JaCmKkrqETklLq7MWnL4osSxecl4l2cL4ujozj28AYPW6FWAKQ1/PAIayOAkDiVbzpfVaTgUjw6M4cqANPn/ypk0mNI+GwOjYFB8ZMV8oqCj5zGc+g5tuuilp91/Xdfznf/4nPvOZzxR8MLfeeisYY7j22msz3u6RRx7B2rVr4ff7cdJJJ+Hxxx8v+DnnC8WIXA3DxOEDdghapk5J1qTg2DpoKWPGBJWJIs2RFOObbAZqiqpACFFyWyNGBov5wOgYxgK28DeTS2h5eRmWLbeN03LJwXF8X6x5MD4shnAojIP7jsC0LNTUpt6iS4XP58Xo6BgZ1BGuUFBRsmPHDvzud7/D4sWLce655+Lcc8/F4sWL8dvf/havvfYa/uEf/iH+lSsvvvgivv/972PTpk0Zb7dt2zZccskluPzyy7Fjxw5cdNFFuOiii7Br165CfpR5QzEi18MH2mDFPqick2kijTkkBSuKAiFlyVvNc87BkNwKGE5wc3UYN1DLtEEiS65TYhpW2nVgR0/S2NyQ1V4/X12JhKSTZgYM3cDBA0cRCIyl3bRJh7/Mj2g0Sl4whCsUpCmpra3FBz/4waTvLVmSo+VzCoLBIC699FLcd999uPnmmzPe9o477sC73/1ufP7znwcA3HTTTdi6dSvuvPNO3HPPPZNur+t6UkcnEJif62vFiFzjo5sNK1Oq8BtiH2KjIwFbA+GZrIFgCoPksuSTgm3dQvJrlLJTEhvfDA2OwDBMeFPoRhgUGEbpbDVIKREOR6BpqT92jnektpdPxbqNq/DEb57OWVcCUP5NOqSUaDvSjv7eAbS0NuVteun1emAaFsIhMlEjiqegouTBBx909SCuuuoqXHDBBTj33HOzFiXbt2/H9ddfn/S9888/P21c8i233IIbbrjBrUOdk0ylyBUAqqor4fV5YOgmBgeG0bqgedJt7E6JgCjxq1XLsiZpJkZSdEqqqitRVuZHJBJFf+9ASmGnpimIlpBXSTSqIxqOwl+WuguSy+aNg2Pg13GsC8GxECqrKjLeXlVUWltNw1ggiJ7uftQ31BVu4SCBcDgMkIkaUSQznn3z8MMP45VXXsEtt9yS0+17enrQ0pI8b25paUFPT0/K22/ZsgWjo6Pxr3RGb6VMMSJXwQX2740VJSlEroA9s8+mK1EYgxSlH8pnGAZUbfzXinOOwGgQAFCTUJQwxuIjnJ4MXiWRSOmsWkYjUei6kVbX5IhcFy3JXpTU1FbHixenk5cJVVOhU1GSkp7uPphmcYnU/jIyUSPcIedOyWmnnYann34adXV1OPXUUzO2+F555ZWcHrOjowPXXHMNtm7dCr/fn+uh5IXP54PPV3rx7/ngiFxr6qryvm/7seOIhKMoK/Nj6fL0I7qGpnp0dfam1ZUoii3cLHWhazSiJ11tjg4H4lqe6prKpNs2tzah7UhHxg0cwzAnmbHNVSLhaEZd0/E8OiWA3bnr6uzBvt2HcMZZp2S8raoq0KOl03Vyi1AwjP6ewbyEranw+W0TNT2qw1dEcUMQORclF154YfzkftFFF7ny5C+//DL6+vpw2mmnxb/HOcdzzz2HO++8E7quT/owbm1tRW9vb9L3ent70dqa2wfZfKQYkauz3bB63YqMcfNOMF86rxKmMHt8U+JFiWmYKS3ma2qrJ73+LTkYqEUjOkzTKomiZGw0CE1L/XMYuoH+3kEAwMLF6T1KElm3cRX+9NRfctKVqKoKw7RyzsuZL/T3DSISiaKuoTiPEb/Ph7FAEJFIlIoSoihyLkq+9rWvAbCLhre//e3YtGkTamtri3ryd77zndi5c2fS9z7+8Y9j7dq1+I//+I+UH8SbN2/G008/nbQ2vHXrVmzevLmoYyllxsaCRYhcJ4fwpcLxKkk3vmGMQUqU9PhGCAHDtJJWXuMW8/WTP/SzrQXbXiVhmEZxrfXZAOcco4GxtKOb7q4+SClRUVmOmtrcOnqOxqntcDuiUT3ja6SqCkyTwzKtkjKjK4ZoVEdPVy+qqjPrcXLBWWEPhyJkokYURd6Xzqqq4rzzzsPwcHbTomxUVVVh48aNSV8VFRVoaGjAxo0bAQCXXXYZtmzZEr/PNddcgyeffBK33XYb9u3bh69//et46aWXivJHKWWklBgbDRakJ5FSJohcMxcluawFM6Ckha4pLeZTuLk6ZFsLdjJbSmEtOBrREY1G0xYOiSLXXDsZTc0NaGiqA+cCB/cdyXhbVVXBOZ8X+Uu5Mtg/hGAwnFUknCuapmEsEHTlsYj5S0FC140bN+LIkcwfAm7R3t6O7u7u+J/PPvts/PSnP8W9996Lk08+Gb/4xS/w6KOPxosYIpliRK59vQMYHhqBqqlYuXp5xts25FCUACjplWCL87RhfLWpOiWt9pZSf+9AyrGWc3JODLmcq0TCEZhG+i6FE8SXyzpwIus2rAaQ3URN1ez8m1LLEioU07TQ1dmD8vIy18ZZZKI2P1m2bBkYY5O+rrrqqoIer6CV4Jtvvhmf+9zncNNNN+H0009HRUVypV1dXbho6plnnsn4ZwC4+OKLcfHFFxf8HPOJYkSuzgf9iSuXZnWCHU8KHk4/t2coafM0y7QguEidEJyiKGloqouNFSwMDY6kNa0yjbl/IrUD29LrOfJZB05k7YaV+OszL2QvSlQVFrfohBljaHAYgUAQLS2Nrj2mv8yPQGAMkXDUte4LMft58cUXk36vdu3ahXe9610Fn6MLKkre+973AgDe//73J33IOCcj+sWfPRQjcs3mT5KIoynRozpC6VrCsrSzbzjn4IJD1SYLXVONb1RVRWNzA3q7+9HX05+yKFEUBboenbqDniZGR8bgy5CL1ZVDEF8q1m20OyUH9h2BZVrQPKk/0pzPKeqU2O/T7uO98Ho9GcXr+eL1emDqJhUlLiGlRCQyM7/7ZWX+3MeoTcku37feeitWrFiBt771rQU9d8HmaUuWLJkknhRCoL29vaADIaaG4kSu6UP4JuL1eVFTW4XRkTEM9A+l/VAq5aLEMi0IkdwNyNQpAWxn197ufvR292P9SWsm/b2mqYjMcQM10zARCobSbmUIIdB1vLBOycLFraiqrsRYIIgjh45h9boVaW8rpZ3iPN8ZGRrF8OAIGprqXH9sxhQyUXOJSCSKN65794w89/N7n0R5eVne9zMMAz/+8Y9x/fXXFzwWLKgo+cQnPoHu7m40Nyc7dw4ODuLcc8/Fxz72sYIOhnCXYkSugdExdHXaq9fZNm8cGprqY0XJIJadmMLThKGku2ipRJSZOiVATOy6I8MGjkdDNBKd06uskUgUetRIu3Y60D8EQzehaRqaW/MbJzDGsHbDKry4fQf27j6YsSgB5LwvSqSU6O3uB1NYWrv/YvD5PRgeGs3oaUSULo8++ihGRkbwL//yLwU/RkHvynQfkMFgcMpM0Ij8cUSuZeX5r5Pui41uFp+wMOdWbENjPY4cPJbWq0RhSknnj3CLJ6XeCCEwOpxe6AqMZ+CkN1BTYZoWLIvDk2Y0MduJRKLgnKc9CTqjm9aFzQV19dZuWIkXt+/Avt0HceGH0l9ZKooCs4SyhAphdCSAgf4h1BZplpYOn9+HcChCJmouUFbmx/N7n5yx5y6EH/zgB3jPe96DhQsXFvzceX3KOZkzjDF85StfQXn5ePgS5xwvvPACTjnllIIPhnAXN0SuuehJHLJazSsMvITj403TSsriC46FwGPC3nQnAWctuK9nIOXfa5qGSESPBR3OzaIkHAyDKem7PM7mTb6jGwdHV7J/zyEILtLqJFSVrOb7evrBOc8qXC8Ux0QtHI5QUVIkjLGCRigzxbFjx/DHP/4Rv/rVr4p6nLw+5Xbs2AHA7pTs3LkT3gThmtfrxcknn4zPfe5zRR0Q4R5FiVz35OZPkkg2rxKmKDBLuFNi6Aa0RDfXmJ6kqroyrQCzuTUXAzU+ZwWaUkoMD49mjHoYF7kWVpQsXb4Y/jL7Cr3j2HEsTTU6hN11ms9FSXAshL7eQVTX5H+RkiuKqkBwgUg4irrUy2REifLggw+iubkZF1xwQVGPk1dR8uc//xmA7bp6xx13FLX6S0w9hYpco5Eojh62Bcu5iFwdGhLWglOhKAy8hIWuUV2HkuM6sINjNR8cCyEUDE+KfnecMk1jbnqV6LqBaDiz9Xi8KMnRXn4iqqpizbqVeO2V3di7+2DaosTeZDLmtD6nGPr7BqFHddQ31E7p82geDWOjQWDxlD4NMYsQQuDBBx/Exz72saK1SgXtgz344INUkMxyihG5Htx/BEIINDbVo7E5dxV91k4JU+bsFX8umLqZlO2STeQK2N4OThhaum4JpER0jobJRcIRRHUdPn/69+HxjtjmTYGdEmC8o5fJr0TTVAjO56XYNRKJorurF1XVldlvXCR+vw+jATJRm0/88Y9/RHt7Oz7xiU8U/VjuLakTs4pinFz35eFPkkhjs12UDA+NpBS0KgoDL9ETAucclmUl6Rkyubkmks1u3ufzYmBgCHIOuuFGwlFIkX6EOBYIIjA6BgBYuKil4OdZG3N23bvrYNrXSVFVcEu4JrY+3tGNgb5BVx5rqhnoH0I4NLkTNxX4/D5EI1FEwnPfX4fIjfPOOw9SSqxevbrox6KipEQJB8PQDb0gQZtTlOS6CuxQXVMFTdMghYzrKRJRFAVSypL0KrFMC5wLqErC+CbWKanLElDWnCUtuLyyHGOjQYRDEZeOdvoYCwTT6mkAoOu4vXbe0FQHf4GKfwBYsXoZNE3D6EgAPV19KW+jxfJv3CiMOec43tGN3a/vx9HD7bN6q8w0TPQc70VFRfm0jK28Xg8s06KihCgIKkpKkHA4grajnVAUNW+Rq2VZOLTfzjXKt1OiKErckCnVWrCiMAgh4hsppYQd9mYlu7kOjQDIoVOSZS3Y7/dBj+pzLuxMCIHR0bGM3bpiN28cvF4PVq6x85n2phnhKKoCLrgrBYQe1aHrBjxeDw4faMO+XQcRCoaLftypYHBgGKMjgWkZ3YzDEArNzteDmN1QUVIkUgjIPK/8h4dGpkwjYBomDh9ow8jQCBoLcGxsO9wBXTdQUVle0DaEYzefai2YMQVCyLxfr7mAZXEISyQlBMc7JbmOb9JpSgB4PBqG0giIZyuRcBR6VE+bDAwUL3JNJJuuRFHs958buqZo1IBpmqiprUJzawN6e/ux67W96O8dnFVjNs45uo73wF/mL2gLr1B8fg9GYkU5QeQDFSVFIiwT3Mi9wBgLBLFv9yHs33vI9VwDzjmOHj6Gnu4+NLc2FvQhFPcnWb+yoPs3NtnC2FRiV0VhkEKW5AaOZXEImRzG54ywMgldAaBlge2MnK5TAtgjnJGRwIxlYRRCNBKFYZhpk4EBoMsFkatDLonBjLGUzrv5okd1yFikgKZpaF3QDNO0sPv1fWg70mF71swChgdHMDI8iuqa6eySAH6/H+FYUUoQ+UBFSbFIQFpWTldHQgh0tnchHAqjv2cAB/Yddu0kI6VEe9txdBzrQlNzQ8F5N+P+JPmNbhzG14JTdEoUBVzyEu2UWHa4SgwpZbxTkuv4ZnBgOO1VfFmZH5FwZE6NcOz3dub12+Od9vhmUZHjGwBYte5EMIWhr2cgfVdJSlguGPiFw+EkUTNjDPUNtaiqrsThg23Yv3vmxzlSSvR09UFV1SmxlM+Ez+eFruuxdGiCyB0qSlxACgHI7Cfagf4h9HT1oaGpHq0Lml0tTHq6+nDsSAdq6qrhzXBlmgkpJfbtKUzk6pBpLVhhDBAoTU2JxZFYlkbCERi67S2STehaU1sFn98HKSX60mxzMMagqiqGB0dcOuKpZ2Q4kDEZ2DBM9PXaTrbFakoAoLy8DMtimSvpuiVMYa5oSsZGgyl/z8rK/WhuGR/n9PUOzNg4Z2R4FAP9Q/GV8+kk0USNIPKBihI3kNl1JYZuoP1oJzweLR4Z7lZhMjgwjMMH2+Av8xVlS9zV2YOxQBBenwcnrlxa0GNksppXFAVciFk1c3cLzjkgxzsCzuimrNyf1W6bMRY3UevtTr05AgAVleUYGhyBMQdcSU3TQnAsCG8Gf5Lerj5IIVFeUZZ1xJUrazfaHb50YldVUaBHihspmIaJSERPcrROxBnnWJaFPa/vR9vh9hkZ5/R2D0BIWfBFSrF4PFp83ZsgcoWKEhfIRex6vLMHIyOjSa38iYVJIeLXsUAQh/YfgZSyaPtoZxV45erlGdc4M+F4laTqlDCFQUpRkivBuq4XJHJ1yLaBA9gFTiQSnRMjnEg4Aj1qwJ/BXt4Z3Sxc3Oraquq62NjxwN7DKf9e1VRE9eKKkmhUh2mY8PrSn+wZY6irj41zDh3D3t0HEBwLFfW8+TAWCKK/bwC1tVNnKZ8Nn9+HQCBIJmpEXlBR4gZSQmZoCQdGx3C8oxs1NdWTxKOJhcn+vYfyKkyiUR2H9h9BKBRxxTraaXmvWV+YngQY374JhyIIT1gJtE88rCTHN4ZuTlgHzk3k6tCcwwaO894ZGZnsATPbiESisCwrY3Ebd3J1YXTjsPgEO520t6c/ZUdOVVUYMav5QtGjTkBi9g5EWbkfLa2NGOgdjI9zpoO+3n4YulGU90ux+MvIRI3IHypKXEJwnvKDTgiBzmNdMHQzrZuiU5gM9A7mXJiYpoUjB9owNDiC5pYGV640Cwnhm4i/zB//OQf7U4gNZWmuBOvRCZ2SuJtrbU73dzol6dKCHSoqyjDYPzxrtjvSYScDZ/54GV8Hdq8ocWIRohE9ZWdCjRmoFWM1H43mNz5TVRWtC5vBOceBvYcxOhIo+LlzIRyOoLd7YEqD93LB47FN1EjsSuQDFSVuwJgtdE1xsu3rHUBPTz8ammozPoSiKmhpbcqpMBFCoO1IO7q6etHU0uCK/8DQwDD6egfAFIZVa08s6rEyZ+CUXiiflBKGaSWvA+fo5uqQy/gGAMoryhAOze4tHCklRkcC8GfQkwCJ6cDFe5Q4eL2e+MgsVVdC1VQILooaKYSCoYLGm3X1tTB0I6NuyA0G+gYRDodRXjEbYu/ZjG8hEXMLKkrcgCmAEJAi+YMuGtXR0XYcPp8np1ZvroVJZ3sX2tuOo6Gh1rVVP2d0s2z5kqLEskCC2DXFWrCEgBRTL3SNRvVpE4Ralm1dnrpTkmNREhvf9PWmHjs4qKoKLviUX20Xg64bCIej8GXQkwgh4kWJm+MbYLxb0t87eZNJVRVYnBdsoCalRHAsVLB4tLauGr09A1MmAI1GdXR19qCysmJWJCH7y7wYHZ7940Zi9kBFiUtIxiAmXH11dXQjMDKW12aBoipojs2gUxUmvT39OHLwGGpqKrNudeRDsavAiTRk6JQwsCkXvoXDEezZuR+vvbJ7Whw2LcuC4AKKmn/ujUNjcz0URYGhmylzgxIpLy/DYP/QrBUQRsIR6HrmMMihgWHougE19n53k+YW+/H6U6xXO+ObQl87Qzeg60bazZts+Mv8MBNWod2mr6cfwWBomi3l0+Pz+RAOR+dsyjUx/VBR4hKMMUg+fvU1MjyKzs5u1NRX533FoqpqysJkeGgEh/cfhdfnRXmFu2mfe3buBwCsP2lN0Y+VaXwjJaa0SNCjOg7uP4KRoVHoUR27X9+Hgy6a1KWCW/ZJTkvl5ppjp0TTtPjrli6Yz6GiohzBsdC0bnPkQzSiQwiRZC42keOxLknrwhbXjb2aWpxOyeQTf7FW87puwNCNjJs32aiurUJvV7/r/36RSBTHO3pQVVU5K7okAODzexGNRhEhXQmRI1SUuARjSnw1mHOO9mPHwS1R8ChkYmEyNDiCQ/uPwrIs1Na5a4Y0OhJAZ7u9nrluY+GbNw6ZvEqYgqJEhpkwTQuHD7RhoGcQTS0NqG+sQ01tFTqOdWHnjj3o6e6bknVky7LABU86Cee7EgyMpwVn2sABAM2jgXM+az0gxgLBrIXGVGzeODQ1xzolGboRZoEGapFIFELwgh2TAbvTFY1Gsxaf+dLb3Y9wMIzKqgpXH7cYFEUBJOZkwjUxM1BR4haKEt8s6esZQH/vIBoaa4t6yMTC5MDeQxgLBOOjETfZu+sAAOCEZYtdafs2NGfKv1HAufubI07ujyP+dU4aPr8PrQtjRlY792P/nkOuC++4xSGEjAuODd2IfwjnM7qLB/NlEbsC9qppf9/grPN8EUJgdCSQcXQDYMr0JADQ3BrrlGRwx+UFFsbRSBRSFt+FqK6pQk9X36S1+UIJhyPoOt6DqprZ0yVx0DR1VguzidkFFSUuwRiDlBLhUBjtbZ0oL/e70pZ2ChMhBJpbGqfkA2fPTrsoWX/Salcez+mUDA0MQ0zwJFEYg2W42ymRUqL9aCc62o6jsbFu0mYEYwy1dTWob6hD9/FevL5jD7qP97qmyZgY8OZs3ni8nrw2IHLdwAGA8tgIZ7ZtNkQjtn4ge1ESy7xxIYhvIuOdknR6IlnwSnUwECpqdONQUVmOSCSK3iwr4LnS292PSCiS1nZgJvH5fQiMjrli70+UPlSUuImUOH7sOMYCIVc9AlRVRW1dTcYZfTG4qScBbHGn3RER8TGGg6IosFzulHR2dOPokXbU1tXAm+Fk6PV60LqwGYC0uya7D7lyBWeZFhJLRWfzpq6uJq8isiUHAzUHr9cD0zBn3RVoJGwnA2f6dwDGxzeLFru3DuzQ2FQPxhh03Ug54tJiBmr5wjlHKBxxzba9qroS3V29ReudwqEwuo/3zsouCRAzUYvqZKJG5AQVJS4yMhLE8fYu1BUgbp0p3NaTAPYGkeMwOzghrZUp7kTHO/R09+HIgTZUVlWgrDw398qa2mo0NTegp7sPO3fsQUd7V1FXcZZlIbEqyVfk6tCyoBlAdgM1B5/Pi/7+qd8uyodIJAoGZHz/B4Oh+ErzgsUtrh+D5tFQF3v/pVoLVtTCrObjIleXipKKynI7MbzITZze7n6EQxFUVs4eLUkiHo8nlhdERQmRHSpKXMKyODo7eiAFh9/FVd2pxm09iUO6tWBFUQqe509kcGAYh/YfhdfnyfsDWfNoaF3YDFVTsX/3QezZdaBg4ageNZKEj053KN+QOUfoGhgdy+mqsryyHGOjwVklIhwdDsCT5aTd3dkLAKhvqC3aEycdTTFdU6rVW01TYeTpygrE7OUNM+vPlyuMMVRWVqCrs6fgldlQ0O6S1Mxgxk0uMKbMulEjMTuhosQl+noHMDg0grr66jllo777dXt0s2GTO6Mbh3RrwYwxWFZqS/58CIyO4eC+w5BSFhXNXlVdiebWRgz2D2PXq3sxkEYcmQnDMJPdXIfy37wB7K0MpzDMZYTj9/ugR/VZM8IxTQvBYAi+LE6uxzvGg/imily8SvLtjulRA0JKVxyUHaqqKxEMhtKKcrPR022Pf2ajliQRx0RtNnX1imF0JICeKXbmna9QUeIC4XAEHce6UFFZDkVVIeXcKUrcFrk6pFsLVlR7S6mYrZFQMIz9ew4hGtHjAYDFoGkaWmJi4sMH2/K+opuUezNc2PgGSNzAye0Dz+PRMDSQImNoBsglGRgY9yiZyqIk7lWSYhSmqna3Lt/V9Eg4AkVxdyzLGENFRTm6O3vy1rmEgmH0HO+f9V0SIGaiFopAnyaX5ammr3cgrh0j3IWKkiKRUuJ4Zy9CoTCqqivBwCBnqdPmREaGAzje0Q3GGNZtdLcoaWh2OiXJV4AKs1OCCzWvisbM0cYCwfiJxy3qGmoRCoZx+FAbTMPM6T6OO2hiQnCi0DVfcg3mcyivLMfI8OismNdHozosy8yaCzMVmTcTccY3KTslmgpL8LzHiIFA0DU9SSJV1ZUYCwTTZEWlp6e7F9Fo1HUjxanA5/dC142SMFEzTQvDgyMl0/WZbVBRUiTDQyPo7uqLC+vAGCQXc+INO64nWeS64VK68Y2maQgFw3htxx4c2HsYPV19Oa8LmoaJQ/uOYLB/aErWoxljaGppQF9PP461deb0b+hccatK4W6uiTTnsRYMAGVlfkQi0VkxwgkFw7Y7XhamZXzT6oxvUnRKFBXcEnmNb0zTQiQcKdhePhOKoqCs3I/jHd05F8PBsRC6j/ehxmUjxalCUZSYZcLcL0pCwRBCJfBzzFbc9XeeZ/BoBOboMPweJe7LYDu7ckBIQJ3dGzhurwIn0tCYenzj9XnR3NKASCSKruM96Gg/Do/mgb/Mh5raatTUVqO8ogzlFWVJPi+WZeHwwWPo7u5DS2vjlK1Hq6qK+oY6tLd1oqKiHAsWZd4OsSzL7pSkcnNN0SkxdAOWZaW9us1nLRiwCylVUzE8OBLXUcwUo8OjWZOBTdOMd4EWTeX4JsGrRAiRpANRVAVCiLzGN3pUh2GYqKnNbcMrX6qrq9DT3YfBgeHY2npmerr7YOhGfMttLqBpKkaGRrFgUYurupzpJjA6hohLpnfEZKgoKYLoYB/8ZggNVT7Er7kUBnAJKTnYLG9ETZWeBBjvlIwFQtCjelJ4oObRUOWpjIs6LdNCJBJFd1cvOju6oakqysr9SUVKf98Ajnd0oam5wfWslIn4/T6Ul5fhyMFjKCv3Z9yisSwOwUV8fGNZVnyLJ1WnZHR0DHrUSF+U5NkpAewsnKHBkVgmi/tX8rmgR3WEw9Gsz9/b3Q8hBMrK/OPdxSmgoakOiqLANC2MjgRQV5/8XAzIq1OiR3WYppVT2nchKGqsW9LZg4amengyjMDGAsHYxs3c6JI4VNdWo6enH9V11VhywsKZPpyCkFJioH9oTnTC5yqz+6w5y9HK7ZNqpT/5g0oyTHIynW1MpZ4EAMorylBWZl9VTvQqmYjm0ewtmJZGLFjYjLr6Gkgp0dPdh92v78OOF3ei7XAH6hpqp2Smn4rqmiqYlonDB49lXNe0YmF8zpXf6IhdkKiqknLF2jI5PF5P2veH0ykZ6B/K+aRZVj7zI5xIJApd17OLXBNGN1Pp5aOqKupjIuhUXiUA8tI1RaM6prrvWV1ThZGhEQwNZv596e7qhaEbOfvyuI2UEn979u949eVded3P6/WgqqoCbYfbMTw0MjUHN8WEgmEEgyH4y2bmtZ8PUFFSBE5RUu7TAIxXzgwMELNb7DqVehLAHiuk8yrJhlOkNDU3YMGiFtTV16CppWHa/V8am+oxMjSCo4eOpbWkd8SSzgnWEbnW1FanblEzwOvxwDBSbyHU1dfYRYsQOb9uzvMMD8/cNkAkHIXgmZOBganNvJlIJq8SsOROiZQi4yp/KBhOEjNPBaqqwufzoqujO21BGhgdQ293f94eOG4hpcTDP/w1vvut+3HbzXfl7dJaWVUBKQQOH2ibFeLsfAmOhWDm4FhMFA4VJUWgeL0QYFAYgzfhMioxMXi2MpV6Eod0Ytd80TzalI9sUqEoChqb63G8oxud7V0pb8M5h0woSIeHRwBkFrl6fB4YaQSNjDG0OGnBeY1wyjA0MFxwpkuxjI0Fczppx9eBpyDzZiLjYtfUXiV6goEa13XwNC6vUkqMTdHmzUSqa6swPBzA8GDqArOnqxeGMTNdEiklfvLgL/HYL54EYIt/9+05mPfjNDTVY3QkgLbD7a7lT00XQ4PD8MzAZ9F8YkaLkrvvvhubNm1CdXU1qqursXnzZjzxxBNpb//QQw+BMZb05ffPXBuNMQau2B9UXiVhxqiwWGLw7J07TpVpWiLpvErmEh6PB7V11Wg73JFyDDDxijbTOrDgAqqiwOvRMhYPcV1JHtH25RVlCIciMzLCEUIgMDKWUyerawozbyYSXwtO6VWixgtDKQSEaUJYZkqtgKEb0HVjSjZvJqJpGjRNRdfxnkkn7MDoGHp6+gtaNS8WKSX+9/6f43e/+gOA8THjntjnSD4wxtDU3ICuzp74OM8tTMNEx7HjU9KFiUZ1jAwH8grZJPJnRouSxYsX49Zbb8XLL7+Ml156Ce94xztw4YUXYvfu3WnvU11dje7u7vjXsWPHpvGIJyMUu2r2soQPM8bsq+dZaqI2MjyKrs4eMMawdoM7eTepGPcqmbtFCWAn8qqaisMHjyI4Fkr6O9Mwc14HtiwLqqbCX+aHoadf/WxekL/YVVVVcMHjmTLTSa7JwLanj+NRMg3jm5YMXiWqAj2mFZKc2+NWKezNuQnEM29cSAfOhdraagwNDCeZc0kp0dXZC8uwpl3PIKXEQ99/GE889jQA4PJPX4oP/fP7AAC7d+ZflAB297Omtgpthztcu2iJRnUc2HsY+/YcwmC/+4aCwUAQkUiU9CRTzIwWJe973/vw3ve+F6tWrcLq1avxn//5n6isrMTzzz+f9j6MMbS2tsa/Wloyr2zquo5AIJD05SZOp8SnSCTrSlCUa+lU4mzdLF2+OElPIiwLwsV48fj4pm9uFyWAndMSCUcnGatFo3qSjiJT7o1lWdA0DZVVlcik8czXQM2hvLwMA32D094Sj0T0nJKBhwZHoEd1KIoS/xmnkrjVfIoOl6qp8XVuYcU6JlICKQTI0agOIXhSlMBUonk0KKqCruO98c+QwOgY+nr7C/K+KQYhBB64+6d46nd/BmMMn7z6o3jXe9+KDbGx79HD7QgXuB5bXlEORWE4fKit4MdwCIfC2Lf7ILq7+uDzedHb0+/678HoaACMsTm9zjwXmDWvLuccDz/8MEKhEDZv3pz2dsFgEEuXLsWSJUuydlUA4JZbbkFNTU38a8mSJe4et6JBSAmVAckfWQrAi894mQqcomTdhFVgYRrg0ahrhYljAT84MPeLEgBobK5HX88Ajh5pj58sDMOElsrNNWWnhEPTVFRWlYMpLOsGTj6dEsBeDQ4Fw5O6OVNNJBwFpMy6TeO06lsXNmV1fXWD+Pimf3DSa62pKjgXMA17bMMU1b6Q4JM7WNFIFJjy3ZtkauuqMdA/hOEhOy+m+3gfLHN6wz6FELj/ez/B1sefBWMM//rZy/CO898CAKhvrEPrwmZIIbF3V/66Eoe6hlqMBYI4cvBYwXqowOgY9u4+hMGBIbQuaEJtXTUCo4GCAzZTYVkWBgdGUD5DG0/ziRkvSnbu3InKykr4fD7827/9G379619j/fr1KW+7Zs0aPPDAA3jsscfw4x//GEIInH322ejs7Ez7+Fu2bMHo6Gj8q6Ojw90fgDGEdfuXKVFXwpSYidqsLEpiepIEkasUApJzSCnAdR3ShZXmxib7pDBYInv9qqqisbEOHce60NPVBykldN1IunIaGbY7canHNxxl5WXw+X3werwwzNQjnERNST6vm+bRwDl39cM4F0ZHRnNKzp3OzRsAqG+oi+fcTNxMUlQVFrdgRqN2d0RRAEWBSBEWORYIupYMnCsejwcMQG9XH0aGR9HX04+6+unzJRFC4N7v/gh/euovYArDp677F7ztXW9Kus3GTWsBALte31fw8zj6kp6efnQeO57358Tw0Aj27T6IwOgYWlqboKgKNE2DFNmtCPIhFAwjFAyTnmQamPGiZM2aNXj11Vfxwgsv4FOf+hQ+9rGPYc+ePSlvu3nzZlx22WU45ZRT8Na3vhW/+tWv0NTUhO9///tpH9/n88WFtM6X2wSj9snFlyh2ZQAgZ90GTjo9iVNAKZoGKTm4ES362OsbasEYg2la036inCp8fh8qK8tx5NAxDPYPQfDktv5w3M21dtJ9LcuCv8wHn88Lj8+T1lK8qaUBjDHoUT3ue5IrZeV+9PcNTtvo0LIsBMeyJwMDiUXJ1ItcAduQzFlL75+wFqypttW8GY0CzD45MkW1dSUJbX8hBEKhyLT54yRSW1eN/r5BdBzrgsV5kgHhVCK4wD13/BDPbP0bmMJw1fWfwDnvmNy9Xh8TyRcidk1E0zTU1dWg7Whn6vXtNPT3DmLvroOIRqJobmlIujiorC5Hf+9gXDdULGOBIATnM7IFON+Y8aLE6/Vi5cqVOP3003HLLbfg5JNPxh133JHTfT0eD0499VQcOnRoio8yM6ForFMySeyKWZcYnF5PIuxCijEoqgZhWeCGXlSHQ/NocW3FXBe7JlJVXQnOOY4ebge3xt1chRAYzZAQzLndflcUBRUVZWnXgj0eT3z01ZfHBg5gz+mDY6G8k44LJRKOQo8aWUWuAHDsqN3RnA6Rq4NjNz/xZKeoCoRlwYjqYLGikjEWW+UfL0qiUd0Wuc5AUeL1ecGFwEDfIOqnSUvCOcddtz+I557eDkVRcPXnrsCb33ZWyts6dgLHjnYWvfVVVu6Hz+fBkYPHsj6WlBI9XX3Yu+cApBRobG6YNDqsqChHJBzBiAvCbyklBvoG4S+bXp+k+cqMFyUTEUJAT+MXMBHOOXbu3IkFC6bnyisdTqfEwwA2wURttiUGp9KTSCkguTUepsaY3TGxTHDDKKowKYW14FQ0NNZhdCQAXdfjuTfBsRA4F2CMpYmTZ3EtRWVVBUwjw1pwnhk4Dl6v3YGZrs5UJBKFaZpZ7dcN3cDhA20AgNVrV0zDkdnEvUpSiF0lF+BWwvseMY+hBE2VnXljTPv4xqGxqQ7VNZXTYtbFOcf3bnsAf33mBaiqgs9+4Uqcfc6ZaW9fW1eNxSfYn72OGWMx1NbVIBKO4sihY2m7iFJKdLZ3Yd/ug/B6PJPiAxwYs3/X+noGih4dh0MRjI2FUF5Oo5vpYEaLki1btuC5555DW1sbdu7ciS1btuCZZ57BpZdeCgC47LLLsGXLlvjtb7zxRvzhD3/AkSNH8Morr+AjH/kIjh07hiuuuGKmfgQAgGEJWBJgzC5M4szCxOA9O+35b5KehNvryyxRVc4YmKJBmjp4Gu1DLpTKWvBEFEVBc0sjvD5v/ITsrANXVVembfM6t/WX+SGRvouWb1pwIj6fFwMD06PjCQXDYDkkAx/cfxSWZaGuvianwDm3iItdJ3RKpJSQwoJl8aSrbKYoENyKdzj1qAEpMWMbF5qmpc1JchPLsvDdb92Pbc+9CFVVcM1//Cve+ObTs97P6ZbsLnKE49Dc0oC+3gG0He2Y9P7lnKPtcDsO7j+CispyVNekKvzHqaqqwPDwSNHC77GxIAzdmLbx2XxnRgdkfX19uOyyy9Dd3Y2amhps2rQJTz31FN71rncBANrb25M+DIaHh3HllVeip6cHdXV1OP3007Ft27a0wtjpxBAMmirhUyQMbn/IzbbE4OGhEXR19tp6ko3JehKJFNsTCgOTKqShQygMipb/1WIprQVPRPNoSSmtzuZNqnVgzjk0VY0Hrfl8XiiKMinB1qGQYD6H8spyBEbGMBYIZv3gLpbRkQB8/uzvC+dKeu2GVVOaeTORtF4lQkIKDj7R4FBRAG5BcgGmKYiEI1CUmf/dnUos08J3vnUf/r5tB1RNxXVb/hVnnHVKTvfdsGkN/vD7Z7C7CLFrIoqqxMTkx1FZWRFP6TZNC0cPH0NH23HU1dfk5BXi8/swNDiCkeHRlDlUuTI8ODIt22KEzYy+0j/4wQ8y/v0zzzyT9Ofbb78dt99++xQeUeEYkqEcMllXEk8MFrMiMXivoyc5cTEqK209iZQSklt2Xk8qVAWwRMyCW4GSZ/5Hqa0FZyIuck21eWPaxmnOGMDpsJiGmfIKrNDxDWCnHA8PjaD9aCfWblw1ZeI8Oxk4ktMVpFOUTFxDn2rSeZUIYUFRGIwJa6iMMYhYwQJoCEyTvfxMIaXEXf/zEP6+bQc0TcP1X/o3nHbmppzv73RKOtu7MTIcQG1d8YsEvlhK99FDx+LBnocPtuF4Zw8aG+vyGmWVV5Shp6sPCxa1FPR7oEd1DA+PooK2bqaNmT9TlgiGsE/q3gkmarMpMdjRk6zfmGAtLyQk5/bmQRqYpgFSFLSR41b+zVxgJKObq+1R4nww+nxeeH3etGJXpyjJV+jq0NTUgJ7uPnQf7y3o/rkQidgi12zJwKZp4sC+IwCA9VOQSJ0JZ3wz0D8UN9OSUkJaFlRVg65PDkZkjEFaFkzTQiQcmRZ7+Znima1/w7Zn/w5VVfC5r3w6r4IEsEeVS5cvBjBuNeAG1TVVMAwThw+2Yd/eQ+jq6EFzc0Pe2prKqgoEx0J5b7E5BMdCiEZ0cnGdRqgocQlD2pYkE03UGBggZyYkbSJ7dsVC+DYlilw5AJnVG4qpmt3u1vMrTEpV6JqKbG6uHo8nPr5RVRXl5WVpBX3O+GZkOIBoAWuNmkdDdW0V2o50xI/LbZw1yWzJwEcO2sLF6poqLFoyvaL02voaaJoGIQSGBkcAjHvyaB4P9BRpzY6uJBqOxJxqS7NT0n28Fw/d+zMAwIc/ehFOOX1jQY/j1mrwRBqb6zE0MIL+ngE0L2gsaISiqiokCu/UBkbHgBnUFM1H6JV2DQYj1iBJ9CthTLHFrjPsV5KkJ0nwJ4m7t2ab8xe4Kuz4RIwMB2AWIZidCwwPjQBI7+Y6caWwsqoCRpoNnIrKclRU2gLHQrsllZUV9uryoWMwUnQEimGwfwhHj7TnNKvfM0N6EmA86RkYF7uKmNOyqqmwTD7ZjlxRACEQjURgmlZJelNYloXv/vf90KM61p+0Gu/7wHkFP5YT6lloDk46FEXBgkXNWLCopSiL/6qqCgz0DeVd3HPOMdA/hPIK6pJMJ1SUuEjyCCfGLEkMTq0nEbagj+X4Cx8rTKSZ+6pwVXVl/ErTTYfF2UimTgm3+KSVQn+Zzw5uTEOhdvOJNDbWY3BwGB3t+btlpiMwOoaD+49AYUqS1006nPfe+mnWkzg4Yte+3kH7NbAsMKZA1VRwzsEnjFdZzGMoGo7kZJ8/F3nkJ7/FkYPHUFFZjqv+/fKs3a5MrNuwGkxh6D7eiyGXf8fdeO2dBO3EgMNccPx+aBV4eqGixEUMGStKZmFicCo9ieTCPq58tgsUBqaqkKYRDzLLBGNs3oxwhjPk3ggh4JmgTfD5vGAsfXBjocF8iSiqgvr6WrS3dbmyARWJRHHowFFEInrS5lE6LMvC/r2HAQDrpjCROhPjYteBWNeSg6kKVFWF4BxWiswVxhgCI6NxY7xSYs/O/fjNL54EAHzy6o/Gxej5IIWAFbVHuRWV5Vi+4gQA7ndL3IAxBp/fi97e/GIbxgIhe2uONm+mFSpKXESPdUomm6jNfGKw82GRqCcRXNgFU75XI4oCMAah6zmF9zXEi5LS7ZRIKcc7JWncNz3e5A83n98X38BJRTEbOIn4y/zweDS0HWlHOBwp+HFM08Lh/UcxNDCMpthIJBtHD7dDj+qoqCzHkmWLCn7uYnBcXft7B20Pkth7XlUVcC5gpXoPM4bgaBCeEhvdBIMh3HnbA5BS4m3vehPOelN2L5JUSCEgLRMiNvra4LJfidtUVVVgdDiQs/OslBID/YPkTTIDUFHiIgIsbqKW1C2Z4cTgocERdB9P1pPYMe0ZVoGz4Fhz5xLe5wTzlfIGTiQcgaHbxUXdhPGNlLaQeKLrqc/nhc/nTZuOWoyB2kTq6msQGB3DsSMdBRXIQggcPXwM3d19aG5tzFn4ty+WILt2w6oZEwuOj28GYuvv9nGoaurxDQAYJoce1eHxlE6nREqJ++/8MYYGhtG6oBn/8sl/LOqxpJSQpgkp5ZSJXd3C6/PCMq247isbkXAEwbEQBfDNAFSUuMy4rmT8e3ZisJixxGDHI2LZiUviehLHPCrTKnA2mBPel2WM47SHS7kocUY35RVlk9YWbeM0Lb5546CqKvzl/vRrwS4WJYwxNDTVo+t4L3q6+vK+//GObnQc60JjY11ewk9H5Drdq8CJOOObgb5BQAiwBP2EBFJ2SgzdgG4Y0NTS6ZQ8+/R2PP/Xl6GqCq7+/BVFrbk6wn0pLEjOsXa9XXT29Q7kFao3nZRXlKGvZyDtRUAiY84qMHVKph0qSoqEKbFeQ6zgSK0rAYCZ28Bx/APWJ1rLi9gqcJFulQpTIS0z4882HzQlmdeBbY+SVPkpVVWVMFKspQLj45v+voHJGyIF4PV6UFFRhrYjHXll4/T1DuDIwWOorq7Mq50tuMC+3XanpFDTNHssFijK68fplAwODsO0rKRxJQODZVqwwqGk8ExdNyCEgKbIWRUTUSg9XX146Pv/BwC4+NILsWL1suIeUIzb8wvLhL/MhxWr7Mecrd2SysoKjI0FEcghpM92cS2dLtlcgoqSImExfYUjIdFTmajNcGLwnhTbD4JbyGpOkgsKg5Qi9nipaZgHBmqZRK6WZbu5ailEk2Vl/rQNtPqGWng8GjgXrm0uVddUIRrV0Xa0I6crxpHhURzafxQerye+opwrx452IBKOoqzMHzfYypdwKIJoJIrR0cLTXmtqq+HxeiCFxPDQxMeRUI0wwl3t0IfGr/CjUQNMUe1AzTlelDjrv9GIjnUbV+P9Hzy/qMeTUkAKCcYUOx/Lsm35N5w8u3UliqqAMQX9WQTfhm5geGgUFdOQOURMhoqSYlEU+8Qc6xSYcjzqRks4589UYnBKPUnMPCqXILWsMAYGBcI00xZdia6upXDVmYpMuTeWyeHxelKOPXx+ewMn1euiKAqaYqMHN0Y4Dk3N9ejrGUBne1fG24VDYRzafxSmaRZkH+6MbtasX1mwz0QoGEZjcwOikdy9cSbCGIsLcwcmFHeKqsBjRQEAVnC8exQcC8XGbXLGPYaK5Zf/9zscPtCGiopyXPXvnyhq/RcAIGBv7TFmf/ZBQlhWkl/JbP09r6quwNDAUEbB99hYCJFIBGXl5E8yE1BRUiSMsZguw/ngYjBjv4+TVoO5wPDQCHa8uHPatnES9STOla6tb0leBfYwiQaNw8Py/zBhqgIInrbocjQlelRHKBjO+/HnAsNZ3FzL0szvfQkZOKlwRjjtbZ0uHamtZamtrULHseNxl9OJGLqBQwfbMDoaiBeV+eKIXAsd3QghwIVAQ2MdKqsqct6cSEVjY8xAbUK3rq7CG8/KFKZhfwmBUDAMr88LCcQ3TOYie3cdwKM/fwIAcOXVHyn43zIR++Jj3AXaGeGuWnMiVE3F0MCwq0W0m5SV+RGJRjE6nL7zRi6uMwu96i4wUSyaykSNMQWRcBhf+dyt+K8bvov/ve/n03I1kUpPIji3B0sJs/VqVaBMlWjycGj5FiaMAWCxbsnk+3p9XtTU2mm1paoryZR7wzlHWRoDJq/PC6/XAyON2+1Jp9gJ2NuefdGlI7UprygHpIyv7E483iOH2tHX04/mlsaCDKyEENgb05MUKnINhyKoqChDU3MDWhc2F1zQSiHQ1GQXxhNb9w0VyaJkKxyCrhswDBMer8fe1JnBzbliCAXD+J6z/nvu2Xjjm89w5XGlFMmfH6oCKQU0VcGqNScCmL0jHMYYfF4venv6U14Ycs4x2D9EXZIZhIoSN1Dsk7Ize9ZjYlffhMTgn/3kd3EDqyd/+yc89siTU35oE/Uk9iowT0otZpDwxwoohQFNHg41g9NoKphqz9/TdktKXFfiCF0nrgMDgBQybdKspmkoqyiLrxNP5E1vPROqqtgpqR3d7h0wgPrGOowMjuBYW2f8pCulRHvbcRzv6EJjU0PBY5fO9i4Ex0Lw+bxYvvKEgh4jGBvdeH1eNDY1wO/3F+SzIgVHY4oNMBUSlbE1Oa3SHk9ZoSCiUR2GYcDr9cQ257g9k51DSClx//d+jIH+IbQsaMLHPvlP7j02l5PUaExRIE0z/jmz+/V9rj2f21TVVKb1LAkFwwgFw6QnmUGoKHEBxhSAKfEPLqdToiWYqO3eeQBP/3E7AOCt554NAHj4f3+NZ7b+bcqOK64nURLybuKrwOP/9H5FgjHAkoApbD1Mo4dDyacwYQyATOvy2tBY2kXJcIZOCSAzukJWVVakzQWqqa2OB6U9+/T2oo8zEUVRUN9Yi+Pt3fE1zp6uPhw70oHaupq0hVQuOMXw6nUrCsqOsbdtJOrqawHYWUBNrQ0IFJD2KiwLTc1Op2Qw/v1y1baQDxkcSqX972ZFQtBj+hVFUewRhZSx4Mq5w1/+9Dy2/+UlKIqCqz93hbtX/oJj4qmDKfYId/2GlQDsTsls7S55PB5wzlOOLscCQViWRS6uMwi98q7AwFQF0rKNmRwTNS1mojYaNnD/3fY63jvPfxOuvPpjqKmtxm9+8STu/e6PUFVThdPfkF9keC44o5vlJ54Q15MIwSEhwRL0JGWxLkmEM4xxBc1eDo9iFyb9porJ10WpcZT4dnJs8hV243zplEwoSmzjNDbJoySRsvKyjCuv57xzM17+++v465+fxz999KLihYoJ+Pw++PxeHD10DNziOHLoGPxlvqJPYo6WaV2Bo5tgMITKygpU11TFv9fS2oSe430wdCPnCHvbeZSjqcVZr3befxIVqv2aD4VM1DA13u0zI6Hx0QRjALOLJCXhn/DJ3/4Jv/nlU0CseIl/qSz5z4oCxlj879ZuWI0Pf+T9RQXMZaOnuw8P3PNTAMDFl74PK9csd+2xpRCQUiR9fgCIvU4MJy5fDI/Xg9GRALo6e6Y9FTpXyivK0N87gMVLFsRX9aWUGBgYgi/H9xYxNVCnxCWYqiZdGTirwT5F4uEf/wb9fUNobKrDP15yAaQQuORjH8A579wMIQTu+K/vx/NB3MS5Wk0UGspJLq7jo5uIsAuqAVMFl7YBXKMn5meSCwlK/ImUsleJoRsIh+yxwkShq2XZKbMT3VwT8fq8YApLe2V52hs2oaKyHEODI9g1BW3xmtpqhEJhtB1uh5QyqRAoBCnluD9JEXqSpuaGpGKuuqYKjU31GMnBZyJ+LJwDEGhqtr1K7LRqCz4moTGAS2AoZNgGd+WxxGMjOqFLpEByK2nE9dgjT2JoYBhDgyMY6B9CX+8Aerr70NXZi872brS3HUfbkQ4cOXQMhw+24eD+I9i/5zAee+QJ/OCun05ZF8GyLHzvvx+Irf+uwoUfeo+rjy+ltMfUKXRGTFXh0RhWz3JdCeB4loQwkiB4jUSiCI6Si+tMQ50Sl2BMtQWBsV9YQzBUqBJ7dx3EH5/6KwDgik9dgjK/D1JIKJqCT179UYyNjmHHS7vwzRu+ixu++QUsPmHhpMeWwjZeY6qal+hwosg11Sqwj0kosQ9nI/Y5aUm7MGnycPgUoEETGLQU5OJrEjdT83iSRkSlrClxNm88Xs+kDzRu8VhRkv5XzefzQvNoME0r5cjE4/HgTW99A/7w+2fw3NPbsenU9a4ev70y24BwKIKaAlZ/J9LV2YPRkTF4vB6sXLMs7/tblgWmsEmjMMYYWhY0obenP17sZUJKCcFNAAxVNZXw+b3QowYGB4bQssQuUsKcwbIELIvDX14Jc2wUfiaS/h2SdCUqQ29PP4aHRqBqKm74ry+AMQYhxOQvLpP+3Nc7gB8/8Av86am/oK6+Bhdf+v68X5tMCCHw0Pd/hoP7j6C8ogxXXe/C+u9EpEhblDjfW7dhBXbv3I/dr+/DeRe8zd3ndwlFVaCqCgb6B+PmemOBIKLRKGrri/8dIAqHihKXYIrdvnQ+uAzJEI7ouP27PwMAvONdZ2PjpjW25kIKACo0TcM1X/xX3Pylb+PQ/qP4xlfvwI3f+g80NtXbCncuICwLkluAlFB9frAMV9yJDA0Mo6erz9aTrLfnvPFV4ATr7DLV6ZLExLoxzITCpEyVqIPAcC6FiWL7sQhuQVXG26ClPL5xNm/q6momFY2Z3FwdfH4vfF5vXFyZinPesRl/+P0z+Pv2VxAO/7PrceqaphXdIXFwRjer1izP2CFKRygYRmVlBaqqKyf9XW19jZ3jMzKG+mzptkJCWrEoBcbQ1FSPzo4eDPYNoWyp/X4MCwUS0v53qrGLIJ+mwO9LOG7F/r2W0haI7411IFeuXpb3aMTr9eIHd/0Ev/y/36G2rgbveu9b87p/2h9VCNz/vZ/gT0/9BYwx/OtnL0NjrDvkJlJISJb+U4ApGtatszsle3buhxBi1q7WVlVVYmhgBOFQGOUV5RgZslOhC9k2I9xjdr5b5iBMUWxdiRw3Ufv+Q79HT98QGhvrcMllF9q3Q3JisN/vw3987WosXNyKoYFh3PLVOzAyMAQrHAGPhiEtIzZuYeBG9vA7B8e4KklPMmkVWCbpSSZiSIZBS4GUQIUqUaPG/AkyvhCpzdQaY+ZVw0MjrlimzyYyiVwty+5+OB/MUvBJq9OapsFf5k/rVQIAK1Yvw8LFrTB0Ey/89WWXfwJ32bOruNFNJBxFc2tjyk6IqqpoXdQSt4HPhBCxROCY/sEpjEcGBsAYYAi7+GaIdWdUFVK1i5Eq3+SPRmHZz+esOq/dkP/P9673vhUfvOT/AwA8cM9P8fdtO/J+jEnHxQXu/c7/2gWJwvCp6/6l4PTfbEjBM4d4KgzLVyyGz+fFWCCEjmOZDfpmkrJyPyLRCIaHRmEaJoaHRmh0MwugosRFmKLZH4IA9uw6hMcetzdrPnPVPyaYZyX7HkgpUVlRjv/46qdRV1eD4x3duO2We6DrOpiqgWkeQFXANBVSCnAzmtM8eqKeREqZlJAKAF5mb9oIOb7GPJGoUGIdEqBKk6hSsz93KjO16poqaJpmW32nMeyaq2TMvTEtlJWNf9Bxw4AVCYFHwkmvT2VVOUwjve07YwznvGMzAOC5P7m7heMmUsp4J6GQosQyLSiKkvK1dGhoqEN1TVVGMzUpZUx4Pv6+dtr0w7FuXZCP/y44hbLB7EKobOInI1Ps8Dkp46ZwhfqvfOif34d3nP8WSCHx3W/dh72xxysEwQXu/p+H8Mwft0FRFHzm3y+Pv0/cRsqYuy1j0JhMaxvg9fiweq3dQZrNuhLANlPr7enH6EgAkXAU5WVUlMw0VJS4CFMUMADRcBT33WVv27zv/DfizFNXJ93G1nYICNME1yOwIiHUVZXj8//vSpRXlOHg/jZ87zs/Bp9wJaio9nYLTxPglkgqPQmESNJ5lCn2408c3UwkLBSMxAqTGk2gXMnSrUlhpqYoChqaSjMtOHPuDYe/3A6xk0JAmPa/HTcNmKEgLD0KKQXKy8vBReYO0lve8UYwxrB310H09czOJNZEvcWqArY+gsEwqmqqUFlVkfY2Hq8HrYtaEAqF0xbocf1UgrFhU6xT0t83BCGd972tL9B1+98lZNjvbV9idhWclVeBgVgKrqIoWL1uRd4/H2AXmJd/+p9x+lknwzQt/PdN30NH2/G8H4dzjju//QD+8ufnoSgKPvuFK/Cmt76hoGPKCWlnaCiModnD0eLlccuDJBSGdevt12bPztnrVwLYI5zAyBj6egcgpHBfg0PkDf0LuIh9wmf42U9/h/6+QTQ21uHfPvG+lInBXI+A65H4zFvxeHDC8iW4/j+uhMejYcdLu/DAvRNcXxkDYyqkaaTccAHsVcptz/49hZ6EJ7WyATlBT5KZIFcQsOzb1WkC/iyFSSoztYYUBlalQLxTktKjxNYRAPbmE7gAUzWoHq8tkIxGYIVC8Kh2qGOmLlhDYx02nrwWAPCXPz/v8k/hDol6i3wShR0i4QiaW7KbtjU21aO8ohyhUGqXVyli3ciE1VVnhNjdO4SwYPFVd0VV40XJ8FgYlrDF397EXwtmb5Y5epnlK04oam1aVVVc84UrsWb9CoRCYdzytTswkOChkg3LsvDdb92Pbc/+Haqq4NovftI1x9Z0SGEXal7VflkVZo91J8EY1sd8kfbuPFhUwvNUo3k0cMERDIZd12kRhUFFiZswhn37jmLrk38BAFz5qX9CRbkfHmXcRM0pLBhYbDyjJX1wrl2/Aldd9zEwheHZp5/HLx5+PPk5YpW8MAxIIRAOR/Dy31/Hj+5/BF+85iZcecn1+M637gcAnLhy6XjeDU+eBXtigYFCjq8vZyPAFQQ5A2P2Ro6PZfiwSWGm1tgUi5AvtaIkQeiaCkcbIUwz9u9vv95MVcE0DyTnUKUFRQoYeuYu2DnvHB/hzEZzqr1F6EkMw4TH40FNbfbth7IyPxYsaMbY6OQRjpQS0rQmBU42x4qSnr4hhBJGN5qqwNRNGIYJPWogHAuvmlh4M4yLeNduXJXXz5YKr8+Lz3/lM1h8wgIMDY7gG1+9I6d8H8u0cMd/3Yfn//oyVE3Fdf/v3/CGs08r+niyY2vKPAkva2UandnylSfAX+azV82PdkzDsRVOVVUlBvuHSE8yS6CixEV03cB9dz8MAHj7uZux4eS1MGOfa76EHByoiv2VRuV9xhs24RNXfhgA8Ngv/4A/PPFc/O+iUR27dh3E//34MXz5+ltwxT9dh2/deCd+/+hWtB3ugJQSCxe34l3vfSs+fd3HAYwbSKUa3egJV4zZYRixFISdwsQjMgb4JcaaA6W7FpxO6CqEbTLl8Wr2RpJlgk3oADDGoHg88PnLoClAJBAAN420BceZm0+Fv8yH3u5+7N9zaGp+oCJwBNbrChCBhoIhVNdUZhzdJOJY0Ecj0aTvS85tQeaEVvzSVrtTNzQ8hlB0vPhTVBWGaSISjtqFibTv51cm/BswBfv22H5C61woSgCgsqoCX7zhGtQ31qGrswffvPHOSVlEiZimidtv/T5e3L4DHo+Gz33p0zjjrFNcOZZsCC4AiaTfeY2leJ0AqJqGtWtjfiWvze4RTmVVBRYtbs15U6yzvQt3/Ne9ePqpv0zxkc1PaCXYRR7+4a/R1zuAhoZaXHLZRQDsDRYPJLxMIpr57km8/V1nY2RkDL/82eP40QO/Qmd7Nzo7unH4UDu4law9aFnQhA0nrcH6TWuwYdOauDW3gx29LgA2/s89bpiW7/obw5ClQGECfkWi0cPRa6gQqQobhUEKCW6Z0FRfya4Fp8u9sSwOVVPh8XggYuZb6dYjvT4vysrLEQqFIKJRSM2C4vFB0ZKLGL/fhze+6XQ888dteO7p7ePxAbOA/r5BDPQNFqy3iEZ0LDvxhJxXSKuqK9HU3Iiu4z1ojQnJhcXB9dhvWlLRL9FS7UdFuR+hcBQDAyNYuKgFgD1KsQwToVAYnHOYTIWUHF4FUCDj7+3R0SC6u/rAGHP1dW9sqseWG67B17/wTRzcdwTf+eZ9uP5Ln5o0wjIME7d/427seGkXPF4PPvelT+Pk0ze4dhxZkbbI1SlKTAF4FKBSlYimaJquP2k1Xt2xF7tf34f3ffD86TvOAsjHVv6Fv72CA3sP2/k4/z6FBzVPoU6JS+zZuR9P/vZPAIDLP/lhlMfm6eOJwfk/5kUfOg/nnv9mSCnxp63bcGDfUXCLo6GxDm952xvwyU9dgtu/9xXcfs+N+ORnL8Ob33bWpIIEiEWvS8Q/pFVIeBVbt5Z/UQIADIOmAiOWk1Olph/jxM3UhEhwdR0u4DlnJ5Zl2VHnmNwpcYzTNE2FMIys/gdVNZUwLQGmaZDcAo+GYel6rKgcxxnhbP/rS1nHPdNJXG+xMn+9hR7V4fHlNrpJpGVBIxTGYJrmeEEipT0WTcDLAK/K0BLPwBkvjDVVgRAipk9hEGCITXCSugD79x0BACxZuhCVlbl1c3JlydKF+MLXPgOP14OX//467v/eT5K6ZYZu4Lab78KOl3bB6/PgC1/9zLQWJPb2ngCYPfoFgJGYXYBfkSmTxZ3tpH17DpWUDcCL2+017rPeNB0js/kHdUpcQNcN3HPHDwEAbz/vzTjp1HV2PgTU+KqtLXaVyMUV1YExhss+8UH4y3wYHhrF2vUrsX7jKjS3NMRPcNKyIAwdzO+fNEMHxleBkTi6UcfTjHMf3Ux4XDAEuIJGRaBClQhwmfqxEszUHKFhZ3sXbv7St7Fi1TKsWL0MK1YvR31DbcGmRaZpor3tOA4fbMORg8dw5OAxDA8N49QzN+G8974NK1YvmzJDpNFYQJyqKpPMvhzXUVVhEIJPGt1MpKzMb4sJGbNXwYWAMHRIy4Lq88e7Jms3rEJTSwP6ewfx4vOvTu3GRR7sLWJVNhQMo6a2Oq6BypWa2mrUN9VhqH8IdVXlgORg6uSPNSfnpqm5HkfaupOC+RRVhWVxRMJRaB77NY4KBq9iRzCEYzXhvlgUxNoCt26ysWb9SlzzhStx2zfuxp//8FfU1tXgHz96IfSojv+++S7sfHUvfH4fvvDVz2DDpjVTcgxpkRKQAl5VAWMibiMQFQxlqkSlKjBiJb+/T1i2EBUxMfLh/UexOia6n8v09vSj7UgHFEXB6WedPNOHU5JQUeICv390K/p6BlDfWIePXv4he+3XMgCosOwtOiixKwwzvQQjJYqq4J8+kt6O2t5yscANE5pv8rZDfBU44YQYXwVOYZiWD1HBYAi7C1SpSoylerwEM7XmlkYsXNyKrs4e7HptH3YlzJpr66qxYvXy8UJl1bKU2gLOOTrbuxMKkDYca+ucNNICgOee3o7nnt6OE1cuxbve+1acfc6ZBW2EZMIRudbUVk8aO1iWhcqqStuzRUooKYrGRPx+HwAJKe30WigKFMYguQVh6WBqWTzc7S1vfyN+9fDv8dzT22dPUZIiaylXorqOFc3L8y4eFUVBa0sjuo91gJdp0Ly+SVotlmAS2BATWw8kdEpUVQEXAoZuxh11o0JBNXisU2JfTOzbbWt41qxdbl90ZPn3LIQz3ngKrvj0R3DfnT/Cr3/2e5RXlGHHi69jz84D8Jf58B9f+6xrepZ8sLt1Ep7Y62h/jjEEuV2UlCsSo0i+MFEUBWs3rMDLf9+JXa/tLYmixDG7W7lmuWsOyEQyVJQUyc5X9+IvMTOrf736MpRXlIObJoTl9ERsy3k/s3UlZhqTsoJJXBNWVSgT2tbOaqTzYa9AwjGrLGx0k/TkGOMKGhSBSlUgyFN3XphqB5qpCvCt730NHce6cPhAGw4fbMPhA0fRcawLI8MBvPzCa3j5hdfi92tZ0IQVq5dj2fLFGBocweGDbTh2tAOGPtn5tLKqAitWLcOJq5bixJVLUV5Rjmf/uA3b//Iijhw6hu9/53/x4x/8Auecuxnveu/b4nqCYhkeHgGQzs2Vw+/3Qphmksg4Hd5YBo5l8fGsHMZigmEOqQmwWLfknHdsxq8e/j1ef3UPhgZHUN9Q68rPUyhDgyPo6Y7pLfI8+UQjUfj9/oI+5CXnqCrzorayAmOhKOp8k8dG5Yq94msKoN7xKknQNTmZVYZhxj1ljISLCS8DhgIhdLR3A4gVJVwmSrRc5Z3vfgtGhkfxyE9+g5888AsAdhftizdegzVT1KXJhpS2LaSzeeOMpXXJ4tqSClUiOOHCZP2GVXj57zuxZ+d+fOAfL8jp92A28/e/vQIAOPWMk2b4SEoXKkqKIByO4H9u/T4Ae2zjzHgZU+z123g4H+BXAK8iEZqKlX1VASwBbui2gVvCL77kVtLVp3PFqAukFqfmSUQwWNJW4ZcrEqFUhU6CmZrqL8OyE5dg2YlL8M53v8U+lqiOtiMdsSLF/urp7kNvdz96u/ux7dm/Jz1cWbkfJ660i48Vq5fhxJXL0JQw0nLYsGkNPnL5h/DsH7dh6+PPoq93AE889jSeeOxpnHTKOrzrvW/F6WedXFSMfKZ1YMvk8Hu9gOD2OCYLPq8HXo8HpmEmB/jFsleEZUDR7LXF1oXNWLN+BfbvOYy/PfPCjAsJHT3J0hMXo7wivxFMMBhGfX1t3qMbKTisSBgKk1iwZCH27TmUVIA7OKObkFDQ1NwIAEnjGwfDMFBd44zg7NFEuSrhVwT277X1JAsXtaC6uhJScgCFv2+y8Q//dAGGh0bxxyeeRXlFGf7fjdfmnbPjJlLYnxZOUTJ+ccUQ5ArqEi5MEkfU62NdnQP7j8KIRuErz+/feDYxNDCMg/vt98Gm06ZRYDzPoKKkCL77rfvRfbwXtXXV+OjlH4p/n6nJ4Xy2D4hMNlFzGaaqEJYFbuh2cB9jsVXgCS6uMT1JVLh1xcIwZimo8whUaQIhI7U7LFPGzdQmihB9fh/WrF+JNQlX2MGxUGxE04ZjbcdRV1eDE1ctxYpVy9C6sDnnDY3qmiq874Pn44IPvAuvvbIbf3z8Wbzy4k7sfHUvdr66F/UNtXjnu8/B2897c0Hdhky5N2CAGisCcxlLeLwe+P0+hMKRSZ4Jznq14ByK6nRLzsb+PYfx7NPb8f/9w3kzGiRWqD+JlBKGbqKxJb/wOKcgEdyConnQ0FSHiqpy2xE2YeznYeOi7jBncV1T4vjGhtkjtoQ14vGiRGLf3tjoZv0K+3eLcyD/rMGcYYzhE/92CTaevAbLVpyA1gXNU/dkuSA4gITNm4SOb1gw1Mjx9eBowoXJoiWtqK6uRCAQxMF9h7Hh1A1TMvaaDv4eE7iuXrcCtS6kaROpoaKkCE47cxN+/+s/4MMfuSjp6pAxxdZ6WHbWjBH7BfZMWDF0FcZiNvQmhKpB9XjGU4FjfWYGCR/LsAqcLpI8CyHBUJ3QLQmnemyFAdw2U5s4YkpFZVUFTj5tA0526YpEURScesZJOPWMk9DXO4Cnn/wL/vyHv2JocASP/OQ3+NXDv8Pmc87ElVd9JC/dSabcGwgOFcgqcE2korIcI6OBFD+AvV4tLCtelGx+y+l46N6H0dnehaOH23HiyqU5P4/bOJ2SfEWukUgU5eX5jW6kEHZBYtkFCWMMPp8XCxY049ChY0lFidMliQh7q8axmg8EgohGdPjL7H9rn88zKeAvmrA5t9/xJ1m/AowpMS8UMaXjCEVVptylNRekFJBCQFMYVCYhZbI2ToIhxBmqNDlpPdjWlazE37e/ir07D2D9prVg2twsSpytmzdsPnWGj6S0mZvvjlnCu977VjzwsztSXh0yVY2H80mwuImaN4XRkGsoDGAKhKFDcG6vAjPEC40yRYLFZutWCm2L5HaCLfJ2CmXxcLOqDEnCTqGWa9LxVNHc0ohLPvYBfO+hW3H156/AmvUrwbnAX//8Au66/cGs6bOJjKTJvRHcLj01TQHyuDIsryiLp9FORGEqpGnGX7/yinKc+cZTANii3plidCSA4x223iJf/45QMIy6htqcLb6lELCiYQhzvCBxaGiqg9/nQzhs+5Qw2AJMAAjFtA7lFWXxMdHAwHi3pLq6HLW1ydtTAvboNRSOou1oJwB7QwaKPZqduKpdsggAUtpRCACsmMg1kSBPvx7sjHD27Dk8KT18rhAYHYsbA06Pe+78hYqSIvGXpfZjsHUliJ/gjaTV4KmDqWrSKmniCTGjYZoTnKdpdq5OnoVJkDMIaXeDUjk82g+uQMI2U5sNeDwevOmtb8AN3/wCvnTztVA1FS/87RU88pPf5PwYw2lyb0zThAIJj3f8xCmFgD40ACuSOq8FAHw+b/qtcVWxk6ITco8cz5K/PfsCLDN9yvBU4oxuTli2aNJadCaklLBMK+70m/X2QoBHIxCGAcXjmawdqShHU0tD3Hq+LCZwtSakYDcmBPMBsPOIENOBieT3blQw7NrbBiEkmlsa0NBQG8/BmYsn10Kwf04ZH90YKS5oeEyDAzjW8+M4RcmhA23QIxHwGXqfFsNLL7wGKSSWrViC5tbGmT6ckoaKkinCbusq8ZO7ky/jm8pOifPcMfMtyPH2MoNMKEpS+JnEElVVnx9KzIE0n8JExtYDgSzdEqbYZmqzLKTrpFPW45NXfxQA8OufPY7n/pRb52Fc6Fqb9H3TMKEqDF7v+ChIHx6EPtSP8PFjiPR1Q6ZIBfb6vFA1LW2BYa+bm/Gr9JNOWYfaumqMBULY8dLOnI7ZbeJ5MHl2ScKhCMoqynIa3UhpFyTc0KHEwgxT0dzcAFVTYejGuMCV20GZDuNpwYOAlLaHjMdjd/Im/JtEhYLXdtmjmzXrxzdfGOxV7fmAlCJp8ybdBqHz+1+uyKT04AULm1FTWw3TtHD4YAdkrJM7l3C2bs6iLsmUQ0XJFMEUxV6FjZ084roSu30yxU9ur5E6/w/YxZBz1ZjKK0VKCVNKhEIR6JaAYQno0Si4aeUc/Oa0cH3KhITVxENTYlf7pj7rAuXe+s6zceGH3g0AuPc7P8qaLSOEwOiIrf+Y1CnRDaiqCo8vlhAsJcyxkfG/D4wg2H4EZmgs6X5+nxc+rweGkbqbZL9+thkdYFukv/ntbwQAPPenmUkOjpum5elPEgqG0dBQF/NnSU+8IDGNjAUJAFTXVKKxqQ56KARf7JogNGFNtallXOzq6EJUj8cu5if8bhoSeG2XvXGxMbEoURRIS8yLEY7k9qJ/or18Kpz14InpwYwxbIh1S155ZTekFBBT9Pvf092HY7FRm1uEQ2HsfG0vABrdTAdUlEwlyriuZKKJ2tQ/N0vacnFWgSMTVvYAAMJeoxwesk+QliVgcIlQWMdg/yB6uwfQ2z2Avp6B8f/vHcBA/xCGh0ZhxYzLBFh8JbhaS/PJlSDI5WlOvDPJP152Ec7cfCosy8J/33wXenv60952LBAE5wKMMdTUjl/tSylh6rb3hnMC5eGQPU5TFJQvWALm8UBaFiLdnYj0HI8XGR6vB16fB6aZ5rVJMKNzxgdvfYc9wnnlxddzSpl1k+BYCB3HjgMA1uYRwieEABcCDY11GW9nj2yi4IYBRdOybhgxxtDc3ID6cscEjU0SljfFDNT6+4ZsEzSPF0xRoCjapBGOrpvYf8hOuT1l44mJTwRApOx2lRzCThjXYi9jeq+lcW1ZhZLcLd14su1A++Tvn8X/+8K38ec//A3RcPoxZl6HJwReefF13PLVO3DtlV/GF6+5Kb666wav/H0nuMWxaMkCLFqywLXHJVIzo0XJ3XffjU2bNqG6uhrV1dXYvHkznnjiiYz3eeSRR7B27Vr4/X6cdNJJePzxx6fpaPNHUdUEXQmbNl3JZMYdLVOObgQHB4Pm0bBq7Yk446yTccYbT8UZbzoTp7/xVJyyaRVO2rQa6zeuwtr1K7BqzTIsXbYYrQuaUVbuj3cLAGAsIQ8jbYJw3PBNt/UrswhFUXDVv38Cy1ecgLFAEN+68U6EQ6k/PJ3RTVV1JbSEAlByDsswUJbgu2HEuiTeqhpoFZWoXHIivLX2FbsZDCB07AjMsVFIKVFRWQEzw9ydqQoQW68GgCXLFmH5ihPALY6/TfB0mWr27T4YT6bOZ00yHIqgIsvoRlgmrHAIXI9CUbWcV0nLy/1oqLK7L6l8c5qax8c3jKlQnX87hYFpySOcQwfaYFkcjQ01WLogoYCKee9wXYdI4SZcKkghIKWAV7WTwblM8DdK0ekIi9Tasjefcybe8763wef3orOjGz+49xF89sqv4Of/+yiGh0YKOrZgMITf/3orrv3kl/HNG+7Ea6/sjh2zxGOPZD6P5MPft9ujmzecTVs308GMFiWLFy/GrbfeipdffhkvvfQS3vGOd+DCCy/E7t27U95+27ZtuOSSS3D55Zdjx44duOiii3DRRRdh165d03zkuWF/iLL4BUN+uhIJFbZxU6Uq4GOFt4l9TDobuTAmPrWUgJTQDRPlFWWoqq6M+2VUVlWgtrkJ9QtaUF9XhaamOixY2IzFSxZg+YlLsHrNcixa1ArTGB/xcLC4kDZTUB9ifhDcmBw4N9P4/T58/itXoa6+Fp3t3bjjm/elDBQbTrMOLCwLnAuUxdZNBbdgBe0ulKe6FoDd/vc3tqBi8TIoXh+k4Ij0diHS04mqCn9K2/w4zPbBEYYZf90dwWuuWhi32LOzsFXgYDCMxuYGeGPjrUTsDZsIrHAIknN7ZJPH6q3KDWgKg8mTPTMc4l4l/UNQvJ5x3RVjUFQPABk/4e6LrQKfsvFE+BQGJeHqn2kaIGOi8ln2HnYLGft8iEUCjXdJhLQ39SYIg531YMCOnnBQVAWXfuwD+M49N+CSj16IhsY6jAWC+NXPH8dnPrEFd337QRw93J7TMbW3deK+O3+Eqz72H/jRDx5BX88AKirL8f/9w3n44g2fBWMMLz3/WnwjrBiiUR2vvmyfX2h0Mz3MaFHyvve9D+9973uxatUqrF69Gv/5n/+JyspKPP986tn4HXfcgXe/+934/Oc/j3Xr1uGmm27CaaedhjvvvHOajzxHFGabhjm6kpRrwXZHoUwRqFIF6jWOZo+FhV6OBT6ORo9ArSbQ5BUZBaSZGDdMSz26gaIgqpuoa6hNuuIH7A9q1eeH4vPHzc8SqamtQnm5H+FwJP69sVgLt0yxC6t02Lk93C5MZpm+pL6xDp//6lXw+jx47eXd+NH9j0y6Tap1YCmE7aKrKPB47BGCOWZ3khSfH+oEG3TVX4aKJcvhq7cV/VYoiPLoKBor7RycdNiiTCv+7/Gmt74BqqrgyMFj6GzvKvwHz5O4yDWPPBbB7fdxykTrhO4IU5SUWzbZsMbsf5fBkIFUq0zO+CYYDCM6IbLA9pRREooSW1e0Yf0KMDb5goKpGoSwwI1oaRYmzuZN3F7e+bZIKQwGMq8HV1SW44IL34Fvf+8ruPq6f8Gq1cvALY7n/rQdW665GTd88Vt4cfuO2HtkHM45Xvjby7jhi/+NL3zmRjz95F+g6wZOWLYYn7z6o7jrof/CRz7xIZxy+kacEVuT/80vnyr6x3/9ld0wdBNNLQ1YduKSoh+PyM6sMU/jnOORRx5BKBTC5s2bU95m+/btuP7665O+d/755+PRRx9N+7i6rkPX9fifA4EUxlRTBGMMUFVAWABUGJJBxkzGGj0cGpO2uVaaz1wpbS0KB4NfkajRBBQwjE7YJshM4uhm8n2E5GCaF0LItLHxTmECMAjdLj4cQzC/34fGpnp0tHejImYgZ0qGSCyoq0qbnB6a8MAJhm8qVM/kq+apxrkSlMIOXmOqEh8TnLhyKT7z75fj29+4B0/+9k9YuLgV513wtvh9U60DS8HtD3JFgcej2fqSwAgAe3STCsYYfPVN0CqqEe3rAtejWNpYjojFMcJV8FT/1o51v2WAqSqqa6pw6pkn4aXnX8OzT2/HpR//oBsvT0bCoTDajtp6i3w6JcFgCJWVFUmjGynsmARh6IDEJA+SXOF6FDwShgTQPxpFXfPkUEe/34uqqgqMjYUw0D+Misrx2zBFsUc4lgmLCxw6eAzA+OaNX5GIJJ4vY+9hYVoADKg+34w667qNFLHMmwlOrpZlImqYqCjzgU0wXXTWg9OlBwO2QPusN52KN5y1CYcPt+MPT/0NL/ztZezddRB7dx1Ec0sj3v3+d+C0N2zC9r+8hK2PP4uhgWEA9oj1zM2n4N3vewfWblg16fV+/4fOx4vbd+Cvf34eF1/6/vgKeCG88DdndHNaSf27zmZmXOi6c+dOVFb+/+29e5xkZX3n/3me59zqfuv7TM/9DgwqAg5GdAWvCUHN+iOrrhBvi0KiiZqIWWPUvAJRzMa4rrqbBF4bjRjcoNHdoEYFY0QCKAEEBgYGZmD6fu+qOnUuz/P74znndFVXVXf1dHVX98zzfr0aprurq55zTtU53/O9fD5JmKaJa6+9FnfccQcOHTrU8LHDw8Po7a01Uuvt7cXw8HDT57/xxhuRyWSir8HB9Y12q2WrBUg0+SLvIhbU6CtcTglMexTjLsWww/C8wzDiahh3Gaa9QJxME8hprWdMDAKw4DXqUtlCgIDAdT1YltXQlTdEBiYmqBWT3fNV45CFrhwoJVHDK7CQLUlQUZPyrt9BgeDbGtbmRSB0xT0f3HPhuw68SgVeuQSvVJJ35nZJflVqU/EXXfIi/Obb3wgAuPXLt0V1a2AhUxKWb4SQirW+z6ExBk1j4BVbXmgJgd4kKAlhpon41h3Qsl3gQiCmAb2GH+g+1O9DQpk06gvuKi8NGl5/8qN76+4014Kjjz4FwQV6+7uRX6ZhtZpSsYzunkLk79OO7Agg9789KlP2QjPh+I3fd8L3oxLO2Oh43e+ppgECePrJZ+E6LtLpJLr65XlnwTW4ijC4dh34jrPhsn6rQQRNrmFzvisI5uaKGBudhOMK2JX67CnQfDx4MYRR7Nq9Fe/7nf+Mz/3Vn+LK//haJJJxjI6M43//r7/HB979X/H1//1NTI5PIZ1J4Y1XvR6f/5sb8bs3XIuD5+5r+D7Zu38Xzjm8H77P8X+/+f3T3nbXdfHz+x4CUD8KLM8lG6sf7kyh40HJ/v378eCDD+Lee+/Fe9/7Xlx99dV49NFH2/b8N9xwA2ZmZqKvkydPtu25WyLqK5EfzCmPYdYjmHIpxhyKUxWGUw7DmKthymOY9ylsTgPF1YUP3LxPMenKtGiCCeRbDEwsKi9OjUo3wucglKFccZDMJBBrIgQXbQohYIYJZsWkvkMQmKQzSSRTCRTni9FjHUFQ4TLoWrK3BGHWRbStNh8GB55dCYKO6sCjDL9iQ7gVqc0CeXEnjMlUvOfW9blc+ebX4tJXHgHnHH9x05ejWvXU4vINFxCeD58Dmsag6zqcIEuiJVItyc0TQhArdOHEHMe844MSIKtxJBr1IVECQBr1AcALLzwPyVQCU5PT0Qhjy/uMc3DXlV9e+OUt+vIXvnwfjz58FMDK/G48zwOhBNl8BkJU944ECq309E3unJlJ+BUboBQ0K/VK6vRehAwquntluWx0uN6Yj1AGUBqVbvYf2g0HNLSyajw9R4ksZ7jOGXOxCoN5jUaekHj+1AR8z8f+A7vQ1ZuH7bpywnBRINZsPLgOQkCpzJbmc2n8p2vehP9x65/hXde9FQNb+wAAu/fuwPt+77fwhVtvwlX/+Q3LTmwBwK8Ho/0/vPNfTnsi7ZEHH0e5ZCOXz0ZmiEII6QJfKctpOkXb6Xj5xjAM7NkjjdguuOAC3Hffffjc5z6HL3/5y3WP7evrw8jISM3PRkZG0NfX1/T5TdOEabbuZdJuCJUy42EN1hUErn96J94Sp+AeUNA44kyAEo4Jl0I0LeUsXboRgoNoBpyKi0Ih39LdaRiYAAS+Lf1HmKahp7eAJ594BpnswmPnfAqTciSYwKwvllhnUJv3PMBxwcyltSiWQpYBHIjgQg1Q+VyURZL7Sz2zTMXLPgNmmDKdTwje/dtvw8jwGI4+egx/9onP408+e0Od7w3nsuHX4z6YxsAYhT0vy4VGOtvw9RpBCIGVSODY0Ch29WWQ1kRTs8Nqoz5d13HJpRfie//3Lvz4B/e07BskOJeBmu9BLH6Fuh8sfPPoQ48DAPbv3Q7PLgOEBplBCkJJMGVVu97ifAnJZAKJeAxeqSj9aygD0VbnuMsdB5UJOb5tFXpA4gmYpo6K40DTayejCNPQ09cNoHGmRGoMaXj8sdDvZg8AaawZCwz6XL/Bu4jKXhResWXTbAseTxsaIXUMDI0C4Cg7Hnr7u7B1ax+SCQvjMyWMDE/IcmcYsUUsuAcnaL17cA2UAByRy7lpmbj8dS/HK1/zMpRKZSSTzTO4zTj8wkPYsXsQzzx1Et/9zo/wH99yxYqfIzTgu/DIC0AplQGJ40C4TlDuVawFHc+ULIZzXtMDUs2RI0fwgx/8oOZn3//+95v2oGwECCFyhLNNKV2by/IODxrJunS/aXpUI3I0TzQq3QTaJEIQMMaQSq/sg88MA1osDkBA+D6yuQwMXUel4kSPsfnC3VJyqbsloKq/xDltpUzuefDsMrjrgFANRNPlxY4Ft3qtBDrBxYS7bk3zoq7r+OAfvhc9vV0YHR7Hn//plzAReKfk8hl5V+l6IITC9zg0XQecMsA5iKaDxVZm2Z5IxOB7PmZ9Cl8smB3WQaXkeXh3/vLLLgEgT6jVpaZmcN+Hb9vgvgfCNJmtqP7Sq/7NtCCjxFBxPBx/OvCDObhLeho5FZmJsmVmyiuX4Nll+I4TZF58lIolFHIpwJF3mlTTV2RY2AghBMqjQ4AQYLE49HQWuq4hFrNqReiCLAnVDfQEmZLxkfpMCQAIQvDk0Wfk9gX9JOFnKMw+NiLcFr9S2XCqxStFcAHXdVEpywyoEU9g/4FdSCZiIJQhmU7BMA24XPamLabZeHAjoqb3Kn0eSulpBSSAPO/++m/IbMl3v/ND2Hbja0ozfN/H/T+TQclFl7xoIXAPAidCVX/JWtHRoOSGG27Aj3/8YzzzzDN4+OGHccMNN+Cuu+7CW9/6VgDA29/+dtxwww3R49///vfjzjvvxGc/+1k8/vjj+OM//mPcf//9uP766zu1CS1BGGtrnbkiKMZcBj9QT+3R/YZ9G2GWxOakLkshuA+iMZRtu8akbCVQ3QA1LHDfQyIRQy6fwfxcseoRBLNBb0mS8SVry/IJF7QfVnJCF4LDq8gLIjiXd6irOWlEgYknT0RBYJLOpPD7H78esbiFx3/5JCbGZONdNp8JXGN9EEbheR4sy1hocE1nVpz5MU0jiGNJ1J/TbPqq2qhv197tOHDOXriOixv/6HP46//xVdhlu+FrcM+Db9sQ3ANl2vJBWzCKDELw0EOPgwfiZz393SCathDAMCZLIEJAeHIyxbfLcIpz8O0KkpYOQuiy6qyt4s5Ow7dLACGI9fRHz5nOJOFWTdeIIPAijKG7V07gjI7UZ0oA4NlnnodtVxBPxDC4TQpmRa7BBMv0STCA+zXvnc2GEAIz09OYnJhGPiXPDalcFowxaV/BNCRTCSQScVQcr6FvULPx4IYQAtrm8tfFL30Revu7MTdbxI++95MV/e3jv3wSc7NFpNIJHDi4G37FBnddOQa+hs7Qig4HJaOjo3j729+O/fv347LLLsN9992H7373u3jVq14FADhx4gSGhhZmzS+55BL83d/9Hf7n//yfOP/88/GNb3wD3/zmN3Huued2ahNaghAmT5RtDExcQaLARKdAj+HXjd/G6IJtew3hHSPTUS7bDUeBW4UZhjwJC47unjy8RbL0ZU7gBZndhnf6iyAaC2To7ZYMz6I7fTe4g9FauLi2QhiY+LWBydZtA/jAH/yXmjulXC4D7vuytk5kw2/c0uEHxnt6KrvilzdNA5rG4Hk+ij6JjnOs0T6sMuojhOAjn/gdvPaKVwIAvv//7sbv//YnIyn4EO658G07usC0us9mZubw11+6DZ//7K0AgPPOP1D/IEKiHguiLWRf7IqLRDKGZDaz6uxItB2uC3t8FABgFnpAqya4YrEYeHih5LIOFQZCYaZkbLRxpuSxXwb9JAd2ggYXIT9w+yZkmTt/ItWUue8F4+7rG5iEPT+ni+O4GD41CgjgwMFdiBnyWNFgnF0IOaVGKUWhOw+7UpES/bw+mFhqPLiOYD9z12lLMMcYwxVvejUA4Dt3fA/eCoKdcOrmggsPy3KN78ubHTWBs+Z0tOj513/910v+/q677qr72Zvf/Ga8+c1vXqMVrQ1hfb2+7ro6PEEw6jB0Gz40IgOTMZfBEwQMAsYSpRsQClAK7vOmo8CtQCgFNUz45RLSmRTi8ZhU64wyLwRzHkVO5037IhZDw/4S4kJr0g8UNrPyigMIvjYnjHDc0/cA2wYzLRBGcf4F5+Ca9/wmbvnS15DLy1KBVy6DEnnyFpwjyQD4AIslQAO9kpVgWiZ0Q8rNa5qFeZ8io3GkGQ+CzMW9JVSWvnQNlmXimv/ym3jxS16AL/3FrRgdHscnb7gZr3/D5fj/3nYlNArwoERKWgxGPdfDd//fj/HN//NdlEsy83LxJS/EVW9rvVZfKlewZWsfDGPl+6MRQgiUx4YAwcGsGIxMbQOkZZlgTL7HifCjLA6w4BRcKpZRnC/VZQofD/VXDu6WH6LgvWVzAp2K+tHgxYRBrecCoKvqk1oJ3PPhV8pytJ3GVvSaMjsyC9uuYMvgAAZ6sjA1guJJ2RfFDFMGJIREgnOpdBKUUIAwAF7NvgJqx4MTlGNmmX46wpj8vLnNP/sr4dLLLsHtX/02Jsam8NO774tEBpeCc4777nkQAHDBi88JAnemApJ1QuWh1oHInG8N7ph8yMDE4TLe6dF9GEREgmlOtSx0gBCy2c9x3GVHgVuB6TJbYugMXd05zM/VyrIXOVm6L2IxhIDS5qncsL7LKzZAAKLra3fCCAMTHmRMgrLSa37tP+BDH3sfPvSx9wXaJH5VyYjA4LK3ZiUNrtXougbDNKKeiHl/6fp8aHRYPap97vkH8On//kd4xateCiEE/u8d38cN7/8THHv0WHQ3vxxCCDxw38P4g9+9EV/722+hXLKxY9dW/NdP/g5++/euQarF9044yZHNNpeVXynu3Az8UhEgBFZV2SbEtAzohg6nIkXUqrVPTMuMgvHFJRzuczweZEoOHNpTU0pc6CtpMBq8mGiypFLTK7FWCJ/Dd2yA85pR8VZwKg6GT41C0zScc/gA9h7YCcsyoqbvKKALgo4oKEklEItbKDtO1BeymHA8OMGWHg+WL0SCcqTTFokAw9Dx+jdcDgD4x/9zJ3gLGZgnjz6NqclpxGIWzjlvX/uyr4qWUEHJOkFovQNpu+CQpZxK0FTapYfaFg28boLSCtU0lEp2S6PAyxFmS4TvI5fP1mmWhJ34QPO+iDrClHmVbojMjgTNrJ4rm1nbVAZYkiaByYsvfgF2792xEDgRAiEE0jENRMhxay2ZPM2XJEgmYnCDoESARCf3dKN92MCoDwDiiTiuff/V+NDH3odMNoVTzw3jEx/7S/zDN75bPy67iJMnTuHPPvU/8N/+7K8wMjyOTDaNd7/vP+GTN30QB6occ1uhUnFgmkYksLdauOfCHpeTeGa+K5gIq8U0DZiWCbtclj0vi94rYV/J2KJm15PPPo9isQQrZmLHnh0QWNifFUGWHg1eDA18npxKkDVZG8JAXTZWazXNz8tRKpYwMTGNwe0DOO+Fh9Db1y0vDIGEPiA1dMLXIZQFUgeAYRrI5jIol2yZERSrGA8OYRSAaJuT8KtedylicQvPnRiKdEeaITjHvf9yPwDghRecA2MZB2tF+1FByTpBKK0y52s/AgTjLoPNCShB5OhZXjS6KHwOBLocFbvS8ijwcoTZklQqVqdZAix/p98I2SDsR7ohvuMsNLOyVTazrpRwOsj34FXKUc1e+BzC8yJ9Dd/n6A7M4PRUus5ETnAp4NbKyTaZStR44Mz7curKoNLPqG6Ji4z6Fl6T4wXn78eNn/kQLj7yAnDOccft38XHP/rfcLKBJP3c7Dxu+V9/j49+6NN45KEnoGkMV7zxctz8+T/Ey1/5kqjHYiWUSzaSwV31ahFCwB4bke8D04KRLTR8XBjYORUXVKsvn3T3hEFJbabksV/K/pv9B/dAN4xFTZxkhR5WCC6yBL69NgKB8rNhg3MvKjNQIlVpl+vNmJ8rYn6uhH0HdmHvgd3RDYoQHBACvhsGJVb4YrJXqGpfZvMZ+J4vX5uyBhmahZuSNONLWk9Ef8GCUfc2BHLxRByvev0rAADfuv3Opp897vvwymXc97MHAQAvfsnhVb+2YuWooGSdkOlOejrWNS0jAxOKUhCIOBx1EuUCHITp8H3/tEaBmxFmSygh6OktoFSqnfio7sRveKff8ElDpUx3bZpZV0pY8uBBc63nS20SiIUmPd9DOibLInqD0g0PApjFGY1GGEat7D6v3odag79tYNQXXbBcF+lsBr/9wd/C9b97NZLJOJ49/hw+9vs34zvf/AG4z+F5Pu78zl344G//CX7w3X+F4AIXXnwYn/7cR3HVW69YVUbNsR0UunJtCYC94hy8ojQ4jDUo21STiJsQlII20EFp1uwamgweOHdv0JtR6/FSW8JpDanDImTZsY2iW1I7owLuLpqgogQCteW8xczOzKFcsrH3wC5s3TZQsx9Defmw94gaYbCCuoxTKpWUpcaKC6LrUUBTTZETOEG2pKD7aKX0BUrBHacto9Wv+/VXQtc1PPn401Fprho5iVbGs8dPYGx0Eoah4/ALDq76dRUrZ5Or+2wigjpslP5cuxfCpEdR5gJOI20SEFCNoVgsn/YocDOYboA7FWQySVimAduuwKpKf875FAnmw6BATuOY8lrw8CEkuii0NLa61hAi7+KCqRxCCKrl2JJMgBICaph15nuC+yCUglkWiOPI1DhrXoIyTR2MsSiABOQ+TDIfJgUMIuCI2v0h6/qBUR+h8iLIvZpG4Je89EXYf2g3/vqLt+HBnz+K277yj7j/3x5Ccb6EoVNykmXbji142zVvxKEVGO01w/N8UEbbUrrhvgd7TNpKGLmuun1cjeA+LMuUxyto0KxmoXyzkCkRQuDxIFNyKJAxJ7oGbnvRUQ6DEpPIHomlRAGribQ47DK4YYKdppx+9Vr9igPhufWN3lXlPKppdRm76akZeL6P/Yf2oG+gp/65uS+F4KrKN3IfAosdm+OJGFKpBIrFErLZNITTWExtwmXoNeTnP8NabHr1XPhuBRqLrWznLCKXz+Lll12Cf77zx/jHb/wTDla9r7knjwkA3Hef1PY5/IKDNecuxfqhMiXrRGTOty7jgQRlTuuzJNwPNCQoSqXyqkaBG75qkC2Jx2QTYa1mibzTn/QWpPIzy8jPR7AOZkcaEQQmEIEjcBRUCKSNoNa+aBIEkGqiVNdBAzE1GovL5tQm5ZxwAqdaAIyDoMiXyZaAgLsOPLvcNJjL5TL44A3vwbvf+59gxUwce+IZDJ0aRTqdxDv/y1X4kz/7UFsCEgAol23E4rFVN1QDQGVsRO5Hw4SZb1y2CeG+j3g6DTNmRb051URS81VByannhjE7Mwfd0LFr73YAAKWa/PwGJZzq0eCV+FCFmTZCKIRjr0rHRGZIXAivAkIbfzYIowCvL+dNjk9BcODAob0NAxJAarpEpRNKQTS9rsl1YbMIunoKqNiOzGTqekMxNT/4/APSw2spEboQGioWt6Hs9WtvejUIJfjF/Y/g2eNS+E/2qTkABIim4f57Zc/JhS85f+l1bZBT0ZmICkrWkWpzvnUn0CYhmhzHXO0ocDOYboAyhq6uLDzXr+t2tzkNMiTyxJRsNTDZaIQXmKpgSSeApcugS0/W7lsRnNBDHQ1CCDTTghZLAIQ2DEwMQ4dh6HCd2hT8nLeg/aA36i2hTPpyLDPKSAjByy97CW7684/gpZe+OOgb+a/4D6+6pK3vVbtkI5/PQFullLxbnIMbyPbLsk3zNQrfByEU8VQSZtUUUzXdVeWbcN8/FowC7zuwC3o4yh362lSVcGYC/Y04EyhoLQgDVsMoCA1Ug4My4ErhngvhVkAIa36FjJykF95b46MToBrDgXP2ROWrxQjBITiHcKrsFgiRAVRgm7GYZCoBQqVwIGVaQzE1QH7+5zy53rzWQn9JsG3cW73RYd9AD17y0gsAAP/4jTsByPeJ7AnTcOr5ETz/3DCYxvCCCxqbwgLSMXl/fxoxujYGomc7KihZRwhhC3ol6w0XACho0ODajlHgRoTZknQ6gXjcijQtqilxGrkeZzWOeAt3TO1HuhczyAu7Sfjy4k6NqLrgJ4IAyyH1JRnhe4HxX21miuo69LjUMuGeW3PhI4QgkYjDXTRO6oOgFGZLGgV1tD5gWoqu7jze+zv/GVe99QrEE6tLky9GCAHOxaoDYOH7sEeDsk02L00hl3pN3wM1DGiGgUQyXmN/EBJqldjlSpTVC0XmDpyzkCUihATB/MJkic0pJjzZeBxjS9s9hNh2BRMT03IyjUodE8E9aRTptn7Rlfo80nkaywSPoZM093yMjkzAtEwcPGcvCsG2N34B0bTJlTKtYclJqrvGUC7Zsg+niZgaIAO6ygr6S8Igux29JaFR30//5T6MDI0F2SABUIL7fvbvAIBzz9vXtNQYp1zKLmgUScrPKEfojYIKStYTKpu31lvhEQi0SbSwdGMjmV79KHAzmG7AilkodGVQnC83fMy8T6I7ppzGW0rltvz6kBmYDPOR1XzkNR9duo8e3UOf4WHA8LDV9DFg+ug3ffQaProNjj7DR5q10ITXAAIRabBwo/aCKYIxSRrccdb9LWPQYnEw05JuvVWNkMlUHJ5bf0c2F9ypx1gTpcwVlLoIBLKaj0Kwr/Kaj5wm912GyX2SYhxJJs3V4pQjRuUxk6/dfH9VbDkKnFxl75I9MSqdhHUdZr57yceGZUoWNAqn0kk4Tn1QYhg6cvksAFnCEUJEmZLFzseUMaDK7RsIfagYeGD30N3E7qFScTAyNC5F2uIWxkcn4Pt+kG2TGju8YteMvzdD9j8EwnetjMNTAp/7GDk1jEQihoPn7ou2uRmC85p+kgUl1+avqWka8l05lEqhGWGQZWp40SaYDNSoDSpvTJbbBgRu2KsNAnbu3obDLzwEwQW+c8f3oiwJANx3rwxKGpduBDLMR17nIASYKbsY9xoHaIrVoYKSdUQqIWrr1FdSRaRNIk8UFbuCQld7RoEbEWZL8rkMALFIsyR6FGZ8iqJPQIhM5Rqnk6moQSBOOXoNH1mNB+UhgXjg7GpQOSpdne3mAvAE4AaHJK0J5FfSJxAQowKUABXXj07iCy8i095LucYSQsFMS5ockkBqWwjpgdNgLZ4gkX1Aw2xJi1AIdOs+kkwK7sWDrwST+y6lCaQ1gYzGkdU4cjpHXuco6Bxdugzkthg+enUPBU0GMHHKoQdNoKVSGcl0fFWjwF6pGPkIWT0DdT0N1YQibdQwo4byWCxW04xcTbVWyejIOCYnpsE0hr2BVX1IOPW1OGhwquwejEV2D07FwejwOOZmixjY0ovD5x/EoXP3oasnj7GRCfDgzl/2eWngrrNkOYf70k8n7H9oBc45xsemkUrEsP/gLqQzy4vXCcHBhYgmbxaUXOubXKvJZNLgnAcy9HKbGompATLbF5Zxk0xElhjNCN2wmz3fSrjyzTJbctc//xQzM7MAJRgbncAzTz8HQgle9OLzah5PIdCly/MJAMx6BM+MFVtucFasDDV9s85QRlEquTAoOy29h9NBcA4QFpnFUcaQTLVv6qYRTDeQzqaQSsUxP1dENtcofS9PTBQ8SoGPBjL5K4VCIKfxBSVbDlQ4AYfURwnDDC4IOBD9rHr6J045chpHnAkw4mPCZXVquM2IB687XnTQ11cro865LyXqlznectLDgEapnNBwHRi6Dm3RBE7InE8RZz5iVJahFjc2LweD3Oc6BXwBzAYXCULkXqm2cVz4WfBF5D4PgzydADoEZI5oIYjq6omBGTrs8RE5Mq4bgcuqtDkghMqMQZMAWXAuHYAB6Jlc4EzdnLDxmFV54JiWAcYYPM+ra+zu7ingiceewtjIeGRcuHvvDpgNJi+opkll1kVS6u4iu4du3cOTI/OoeAJ9fd3oG+hBJpuKtnHvvp0QHBgbnUR3b16eBygBJcFUl+1DmGaNAq3gXAYJgRpzK3CfY3RkHLlCFrt3DyLRYmAofF/q3QSlRGqYTZtcq0mmE4hZJuxyBbG4JceDK/XS8yE2p5j1ZNCb0zhclzT/7FNZ9uaeW6eTslIOnbcfu/fuwFNPPoPvf/enePNbfg33BQ2uBw/tQTqzIHioE4GCLo8rF8CkR2EvFqRUtBUVlKwzdsXB1MQMCCuit79rXdJ/QnBQ3QQhFOVSCYlEeyYhloJQCj0WR3d3Hk8+eaJJUAKEI8xdRI65duk+xhy2ggusQIzKkxoNsuuzPsWcH14+W6fEKXwXKOhcui8bPsZbCJIYZCZGCGC67GOwyutGcC7T2Svwv6FMA4kl4FMbesUBYwSu44HFaoMSVxCUfekrktI4pr3WG0k1IgMSjchMUSvb2RgBCnny1gigB823GpEToabGAO7CmZ5cZqOlHkgUsBD5f+F7EJ50Z7UKy5RtgjKZZtQGgLGYFehoOHVBSU/fQrPrcydl8LO4dBNCKJONng08rHwQPF8U6DE4YgbD/r4URKYL2e76z3gsZmHvvh04+vhTGB+dQndvkLUMyjnC98ED5eCwBBWNdrc4Fu95PsZHJ9DVk8fevTthGhp8p9KSM7Pw/UhenhoyiOSe17TJtXq7UpkUpqdmEItboIyBEyY/A03KPrM+hUnlZz+vyZuSZp/bKFui+S1niprxa1e+Ep+7+W/w/e/+BL/6hstxf1C6efHFC4Jp4U0KITKTOuGd7mdEsRJUyLeOeK6HqelZbNu5FemEhbGhMfkh8/zAq8IHfC6/OA9u50VD6eaWCbVJgrurtRgFbgbTDWTzGRiGBjuogzdCBBoGLpflla4mtfnFUMhSS0GXAYnDgRGXYc5vQf+kCRVBMVq1lh7dh0mWTi2HDa4lT0AQCl1f2LfSXVRfsTaN1DOJIZ7NwtA1OOX6hmEAwbYCiSBb0go6kSUbLTjZjjmrOdnKbFRFUBQ5xbTHMOZqGHI0PDFu48SMC6PQAyOTi8wJG04EcQ7hueBOBb5dhl8uwivORfoRsZ7+Zfeh8DzZ4LsoANQNHbGY2bDZtVrV9bGHw36SxqPQ0sNKg1g07uq6HsZGJzA5OYtJYUBoOigB2NyE9OZpQDwRw979u5BKJzA+OlnTK7G4nOM7FXBvBQFJsJ7evm7s279LZi0Yk9mPZRRSBeeyfOPKfRWKpi3V5FpNoSsXeA2FJS99mT4Z+dlvqb+kTb0lwvfwohcdQP9AD0rFMu64/Z/w5NFnAAAvvugwFvePlH1y2hlcxcpRmZJ1gnOOsdEJbNnSj127B1Gcm8VjjxzD9GwRuVxaNvZDBLFHWFuo/YAKCOlEG7oOt0CkTcJoMJWwNqPAjSCUIpXLIptNYWpqbkkxIh7I5HcbspxQ0GWWolndNkZljwNbZXakEV7QJ1DQw+wNx7QHFBumbUVUupkuy/JAOPoqgjFsepoiWeHYcLpQwKlnTyAt0nXH3RHShdWisrl3OUEqI8iQhEHc+ApKVCtlvmgjt30AVq6xnogQQgYjwYVQcB587y/8W3BQ3YAWX9pDSJYo5aRIo32dyaYxNTVT9/NwLPjYE8cxN1sEoQT7Djb39aGaBt9zACF7paanZyG4QFd3Hv0DPcjlM4AQKA8/B69URGnoJGK9A9BTmbrnSibj2Ld/Jx5/7CmMj01GAZJ8oYVyjvDRsgv23Ow85udLGBjowe69OyJHZkJkMc53HWmu16xcJmqbXFkLTa4125RKQNelu7Wu62CaBuGSqK+qERwEky5Fl86RZAIVzus9uwKk/Lx/2tkSIQS444JShl+78jL8ry9+Df/07bsAAHv27UBXIYO8ziO13lmPYHYVNzmKlaMyJevExPgUMtk0du7dDjMRR76vD/sPHwQ1TJQcH1o8Di0Wl/+PvhLQYvKLWTFQzYzGHaUOxfJ3CyJoiiOErOkocDM0w0R3TwGu4yzr0OkHgYkfTDMU9PqGU5kd8VHQZUDicGB0ldmRRoQmh2Ejbk7nyGr1kzkWlaUKXwDTJRemoUe9H8L3AcZWnWru3dIHQjU4TbJN4RRTkoklM0wW5XJChAAVDoytYUAihIAQApklGisJkfofVNfBDBOaFYMWT0BPpmGkszCyeZi5rjrNl0bwYDKnWb9FLB6LGkurCRtd52ZlRmPn7m2Ix5uPG8vSEgP3fYyPTiKXy+C88w/g4Dl7kC9kg2Z2ilj/ILRg3eWRU3BmGpevUukk9u3fBcsyMTE+tXgHgWi6LP0tE5A4jouRoTF0xRgu2FnArsGeKCCJno6x5ZtFF03etNrkGpJIxhFPxFAqloPXbCVbIjOUc/7CNF7T8XyyumyJ8D2IwCPokktfLIPIgJe85DB6DB8WFeACGHcpZv3m5STF2qCCknVgdmYOuqZhz/6dNWO4XT0F7Nm3E3bZQalUlic0QkCCerpMF8svqmnQLBNaPB40TbJA+MeVJ5JGcA4CWlW6WdtR4EYQSpHv7UI8bqE0X1r28Z6Q6VweiINVK2ZawWRNnMmM0qwn06rumqVVZSPuTNWUwGKhrHAMuOQTeL4PK7aQDRLcD2r4q/uY5QtZ9Az0YXpqpmEgWhEElUBhtJkYXYxyufYgHT22RBaqHdh2BaZlttXGoBlSKI00HbkGACtmgjJaFxh3LZpCO3hO436SkHAKp1wuw4pb2LN3B/KFbF3TOiFEZkgCZV97bASVybGGF9JMNiXF2jQNkxPTrWxyBOccU5MzmJ2axaHBPLqTOigE3Kn61yI0yJYuUcIRXIDzqvKNabXU5BrCGEOhK1ejTxSNBy+jzzTr08hQtKA1132JsiUrnMQRgoM7LgCZadZ1Da+74j9Ev3/dr5wblTRHXbZkQ6vSJ1k7VFCyxthlG3a5gl17dyCbq0/h9g30YOeeQcxMzaKyRN9FCKEUTDfAYjEwKxbdhXDXhfD8mouW4AvaJMDajwI3I5ZIoru3C/Pzjevri3FErRx9VuPIaT66guxIeNJYn7sYgjmfYsJdEMrq0eXYJw2abAFZ2vE8f8FllfsglIFprTe4NoNSioFtAwBjcOxGvSUk6i1JMlF3Mk9QjnwQkBR9golWPIdWSalkI51OrnkAvCCUZkbBdyNMy4Sh1yu7arqGfFc2+v7gectL61PGYJcqSC3jekwIgdXVCyMnS0SVyXHYY8MNswa5XAZ79+8EJRTTU7PLrgGQ8v0jw+NIxgwc3pGXk2ehkZ3rwpuvfx5KmRw3540v6ML3IIImV8JYIPDWXMm1EelMSo6183DkmYJorOlrLiDLOL6QbuJN+0uC8xdfgeAcIDVeam0hgFdefgTnHNqF17/qImzpL7TcP+K6ftvMTBW1qKBkDfFcD1OTM9i2Ywt6+xtPDhBCMLh9CwZ3bJFqj25rDqJSoEiTKe9YQt7RUBJNK4TZk1AbY71GgRuulVIUersBgZa3r1qOPhnoZgghSxUja5odaUyZ00iPQg8mczLBhd7hMsMDIS9yACA8f6Gpsw0sZEvmmsh3L7iwJln4e4EUk9oihEjBupZMENuA6zjIF7Jr/jqyZ0qLplSaYVkmTMuImjCr6e6RQQMhBAcOLR+UEMbgeD7yTSfKqh5LCKxCN6yuXgCAOzuN4smn4TVogC105bB3/04IzjEzM9f0Of2gdFQqlrF35wB25k3QoHcsvmU7zKxUa61MTdRftANT0EZOxVJ912/S5Nr6GG4ylUAsFouyJQtiass37If9JeENSTO15xrjyRYQYfaH1PbjZRMGvvBn1+H3f+cqzHoyYF8ug+g4LnSdIZ1eus9JcXqooGSNEEJgbHQC/QO92LZz65IfaEopdu7ejoGBXoxWiSq1CmEUmmFAW5Q9AWXRxEK5ZK/LKHAzcl15ZLJpzM02P9kuplqO3g16IGY6WOMN9SgcLidCE8HFv+iHHyMBPbRupysbA14OSikGBgdAGEPFbqSSu5AtSTFZYsowjkxwtznrkWBfrkNA4nrQmLZqFdflCBtlmWkuO5lDCEEqlVxyAmdw+5aWPh+u68GwLCSTrUvyG9k8Yv1bQZj0vCmdOoHy6FDdRbW7J489+3bCdTzMzdUHLnNzRYyNTCKTS+O8fVuRhQ1wDmpaSAzuhGbFYGTyAKHgTgVecb5uPxBC4TuV+oBFyGm/MChhphn9uFVtFEBmpbK5NEqlhfcpYRpAWUtS8RVBg+ZSmS1prlhMWs6WcN8DgsBtAREJD855pOXMa6lYRiIVX5fS5NmICkrWiPGxSWSyaezYs62l8Vtd17Br3w509eQjyeuVQgiVDrSmBRaLg1XpNZRKZWTzmXUZBW6Epuvo29qPcqm8ovHmeZ9iqMIw4jI4G2Akzw8aYMtBUx4XQIkT8ECPRNeliqWceGrvvs4Xsuge6MPMzHzDbEmZS/daGowyhwqU0976NuyFAfBan7RlKl5rOfhLphPwG6il7tg9CAA4/4JzWnqeUrGMVCaFRDK+IssIPZFCctsu6OksAJk1mT/xVGQyGNLb14U9e7ejUq6gGPRhyUbWcXCfY/+Bndg7kAUtymkiLZlCYsv2qHeDMBa5VFem6s8lC+PBtdkSWVYS8Ksmb1bS5FpNLp+FV/X8C1o9vKXP/5xPov6SbBOF5YVsydLZV8HDXhJakyWJBSrPPJjea5VKuYKu7vy6iV+ebaiR4DVgdmYOGpONrUt18i/Gskzs3b8LjzpHMTY60dTFcznCqYaQcBS4UU/LelLo6YIVi6FcKiPWxPCqEStVKl1rBGSaN8EFPCG/931fjgPrTPrc6M2bLk8XSim2bt+CsaER2HYZVnzxPpTZkjzl0Kk89095FKV1VqAsl2z07tpap0DbTsLRVWaaLTcSW5YJAQQX2oVj8+pffQW6e7rwghaDErtsY2DrDjBdh3A9YAUj34QxxHr6oacysEeHwF0H5eHn4SZmYXX3RoFF/0APOOc49sSzKJdtcF+gv78bWwb7QOcn4QXTQma+C0auXqDNyObhzExKT51ysWakOhwP5q4TTeYBAIKx7FBenhora3KtJplKQDd0OBUHhilLa1TTIHytRc0VgimXoi+YhrGogM0XPT7MljguyBIaKtz3IIS/qOeoKkviL1+yCXFdD0xjyKSXl+tXnB4q1GszdtlGuWRj977Gja3LkUjGsffALhimganJ6basqROjwI1IppPI9xRkCWfTd68TFDlFRciPkOfJk5XG6LI+N6shl8+gd0svZmfmpcjeIkpBtkQIYKIDAQnncsh4revtwvNAdD1w720NK2ZBNzS4i/qadF3HRZe8MLp4LoXv+6CUIpNNBaVSTbo7r/D9rMXiSAzuhBFouHjFOcyfeBrOzFQUNG3Z2odde7YhkUzgnPP2Ys+erSBTI1KQjRDE+rbAzHc3vBhTTYMRZGQqkxN1vyeMyXVXlY+478sgS8hRLmoYQSmy9SbXkEQyjmQyUVvCITTI3rKWekF8kGhMOMOWyJbw5tmSMEsS2hlE66MisleY91u/eSgVS0imEx3pzTtbUJmSNuJ5HiYnZ7Br97amja2tkM1lsHffLjz2yycwNzuP1CpP8KWSjdQ6TEK0Qu9AH4aeG8LIqRF5cgq9PUR4r0Kic4c80UtdAkA2kRqmAdPQoRunJ0i2VnieD01jYJRE/i5rASEEA4NbMHpqFLZtw6rLOMnpAQKsTINECFnvJ5DmdaHZjXzRlp/Gth2YsbUdBZZCaURe4FawNtMyYBoGHMep0/BolXLJRixuIZlKBnYAcXh2Cdxza7xqWoFQCqvQAz2ZRnl0CLxiwx4bhjs3C6unD8wwMbitHwNbegHHRun5Z+WYv6Yh3j8YCZs1w8gV4MxMwbdL8MqlGt8gQim47wXrDi4DnIN7YZOrzPRJc8Plpenrto0QdHXncezocSBXu83MsODbpajMuRRzPkWCSUHFJBP1AcQy2RLfa5Il0VaeJQEAu1zBli198i82zunnjEIFJW1CCIGxkQkMDPRicMfSja2t0N1bgOvuxNFHj0HTtFW5rFbsCnbs2rYhLuL5Qg57D+2XjXauA8o00CCFLBvjg9Ck6v+EyPLI3GwRc3PzmJ8rwQ3GFjVdg2kaMEzjtC807cDzPCTjcbBADGwtyeUz6B3oxdDJ52FZFsBqA6D6oeBlEGIhpY6FBtKFO9MFn2JS9d/ISK9qoqFcKiNfyC6p3rtauO+BGeaKs1GapiGRTGB6chpInl7WsFgsYctgf2QlQBiDFkvIwMRxAvXelQWkzLSQ2LoDzswUKhOj8O0SiiePw8x1wcgVwOdnYI+PBI+NIda/taVtp5oOPZ2FOzsNZ2ocWmxb7e/D8WDDBAgB9xcmb5hxek2u1aTSSRBK6swkqcYgTBO8YgOc1tp2L0KAYMajyOscacZR8kldsB2JwgXZs+hvOYdwnbosSZIJMCI9n1aSJfFcD5QQJJNWIPjX+Zu8MxEVlLSJ6sbWau+T1dC/pReVioOnn3wGjNGW0suL6eQocCN0Q8euvTsghGyo4xUbEKitbS+B7/uw7QrscgW2XcHszDzm5oqYny0uBCqGDlPXEIuZYMFURnRZja7Wiy/b8vvIdG2F+J4Py9ROy+dmpRBC0D84gJFTIzJbEo+tKJtRQ6jzoWmRk3FobCcnOKVUPiAVWgUXMr0P+e+aAEYATtlGLpuq69toF1IojUYXzZWSSicwMjR2eq8tBDgXyOWyNT8nlEKz4vADGXfKtBVnygghMLN56IkkyqPD8MtFVCbHZDknKE3oqQys7r4VPbeZLcCdnYZXKsK3y2BWVY8bpdJvyHNlQCp4W5pcQ5KpJOJxORq8uHRMNV0KtbkVULJ0f0mJEyS59MZJNzKeDIJi7rpSlykICn3XlZmeqgCOBGPyQOiK3fp7dH52Hom4iUw+Dy0WX7Ns6NmOCkragG1XkLXSK25sXQ5CCLbt2ALXcXDi2eeRz2dhrbAE0+lR4GaEvi6cMXh2ueX0N2MMiUQciaBssWXrQqBSLtkol23MTs5gvljC6MgEEokYUukUgrpEcGcP1OVfiewMDTVeGprGLYEUTjNbcmFtBzJb0oehEydhWubp6aGEAQlbCEgALGQ/sPQpOwxeBBcAOCp2BbppIJmMy6kIIUPBcAz1dBomF78e575c62k20cbiMZBmEubLYJcriFkmkg1EswilYDEZHPKKDWj6aW0r1Q3EBwbhzs2iMj4SBSRmoQdGduXCh9QwoCXT8OZnUZmaQLx/68Kag+PCHQfEpDXy8itVcm2ErmvIFbI4dXK47vxDCAEzdED4LTS+Ekx7DD2GjwQVmCeiTtwszJZwzwfTpRaL8KTHTfXzptiCAGNpceNsM4SA8D2UbRuDu/bBSCQ2RNb5TEUFJW0gnrCwa+/2NZluYYxh5+7tACEYPjWK6ek55AvZlksVpVIZWwb7OzYKvBxU06HHKTy7LJUkT+MukzGGeDyGmKkD2SS2DvaBEw2jY5M4+ezzGJ+eR74rB7OFTBP3NHDHkRfrlWRNfB+aYaza56ZVCCEY2NaPkeFROJUKzNgKsyVCQAQXg+rR8ZWuQV60AIDB8cpIFwrI9PTIpXAuNXe4D+77AA/GUMlCRmolJ3fhByq5p5klAeQEDqUMnuet+DNRLJZQKOSa9mYRIp2do8BEsNMKngghMNIZaPEEnJmpwBPr9G8qzFwB3vysdF12KjX7T17MZbYk8tRC6Hlzek2u1WRzGZx85vmGmbOw8VXwsjy2SxwPRxCUfIJ4oPA87i7KckTZEgeUsShLUv2cFCISFmzZZI8LcO6BCwI9Fkeuu6ACkjVmY16pNhGarmHHrm3oG+hZs9fQDR37DuxGb183nj85hJHhcVBKkFtGd2SjjAIvB6EMWiwOn1bAK5W6lOtSiOAuBlwaDzLTjFxQB7dvQb6Qw4lnnsPwqVHoho5sLr2kvgDVgqDIdSFcp7WsiRDgQsBc5zuobC6D3r4eDJ08iW7DBNFavACG+4yxIOvQnjR0uWSjb08vWHjsGED18CUXHIF5cBGE50JAjq8vFxTJv/fB4slVZVssy4RhSbn5lQYlruMi35Vb8jGEkKABNQhMgNPO6lBNg1U4/Yb5EGZa0BJJeMV5OFMTiPUO1KxXQCrj8lBeXpNKxMJ1QY3WyqrNSKYSsCxLTgA2COZW0vg641HEaPMR4VC3hLuuXHuDLEnojl1uIUsiPGnASTUTpVIZqXRq1UMHiuVRRbFV0tffg52716eJNJNN4+C5+3D4hYeQzWcwPjaFyYnppgqwG2UUuBUIofLkGUwILKfUKILmTOG5MqiJJ6AlknXlk0Qyjv2H9uCc8w/ANA2MDI3VmIU1XAul0ExTjnxSJtUgl1Ci5J5s5DPXebopzJZQ3YJTqbQ8Zi18HyDtDUg4l5M76SauwNWOwFosDj2RghZPgOgaBPdlf5HnNhUjC5sYV9tEbJgGLMtsKDe/FI7jQjf0lj5LMjAxwWIxaQLXQNJ9vTED/x13biZqZg0hTINw3QZKrmLVAoCxmIVkJhG5BjeCagzUNGWv0hKmfT5I1JjacESYEABUnhfAaxrAWVWWZGa5XhIhZNaWyICOmQZs20FXT2FNtXcUEhWUbDIIISh05XDu4QM45/B+xOIxjAyPYWZ6tu4i3glX4NVAAm0ELZ4I5LidOvOy0ICNey5ACVgsDi2RWHJskVKKnt4uHH7hIezcvQ3FoN/EX0YrgWoamGWB6jKVLTy34YXfcR0YlgnDXLuJk2Zkcxn0benFzFyxJe0HWT6Rd/O0jSdYu2zDilktS8sTSkF1A1ossRCgBPoVvusEgldyX4fvgZWOADcjk03BqTR3ym1EqVhCMpVoedRZ9kyY0Kw4gKWdedcDZsXAYjKgqkzV6pYQSgHGokwJNVbf5Bo9NyHo6so3lPevhmo6iG6Cc2/J4HrWXzDsW/B4knDOYTsOZqamIRb1nKQDnyqbE1SWUobm8vxCNA3MioHqOnzfB6EU2Ra8jhSrRwUlmxTGGHr7unH4hYdw8Nx9YIxh6NQI5qv8MjrlCrxaqKZBiyfATFOO+vl+bTACIu+240kwo3VFT9MysWvvDpz3goPI5TMYHR7H3Oz8kn+zkDWJyzvKxVkTIcA9Dt0woa/xKHDD9RGC/i29YIYJx3GWPKHLdHQQkLRa6mmRUrGMbDYNc4WjwGEGhRkmtEQSWjwZlT+EJ+/euefKUds29evE4/FlA9LF2KcpLU4NGXiF0yHrYXkvhGj4OmY+yJbMztQFSZRp4I7MIDLTXHWTazWpdBKapi1pxhk2vlJNl5nJJvtJgARTM0CK+SjNFzE+NomRoXGMjU6iUnGhGSamphek+zUiEA/cvJeauBGeD8F9UN2sCdpLxTKSybgq3awTqqdkk6PrGga29qHQlcPw0CiePzmMoedHkMokN9Qo8EohlIJZcYAy8IoN4UrLcWbGwIzViZPl8lmk0kkMnRrFyWeex9CpERS68ks2D1ONgTALvuNBuBXA84MgxYcvBHTTiByC15tsTuqWPP/MCfQ0abaVWRQhMz9r0Izreh7yhaX7LZaDEAKiSd0aYZoQng/uORA+j8S82oEVM0Go9CtqJciQd8rktC9KVNehkTi8cllm21YostYqUX9VMPXE9NrGbi0WB7Ni8O0ynOnJyLk4/FteCcs3VluaXEMSyTjiiRhKpXLT8h4QNr6acnJmUeMr9znsioNKpYIR28HB/hTipobuuAY7lUIqk0QsbiEWs1CcL+GRh47CdT3ouoY0k1mSsk8a+2cFTd+gNChp1vbRlIpl7NyzfcMOC5xpqL18hmBaJrbvHER3TwGnnh/B0PMjUup5E/STNCMaG6YM3PfBjPZpgGiahsFtA8jlMjj5rAxMTNNANpdpesEghEIzDXDGwN1KcAGQyqlWvD2lhdOBEIKBrX0YHRpFpeLAoqxWkMoPfWKsyFulnUgr99b6LVqFEAqiU1Bdb7vmiWmZMAwDruO2lNkpFctIJOJIpk7/TplqOrQ4gV+WU2aCkiX9WlaCDEZ8QHBpUGgY8Ct2NO5djZnrQmnoJJyZKRi5QvR7OQosAEKly7jnrbrJNYQxhnxXFs8+/fySQQmw0PjqluZRnp2HXXGkhQNlME0DqWQC2a390AwGlKaQizEktm2tmSgyDB1d3XmMj01hoC+HOBMQAphpYronG2w1UNOsK2ku2Aqo0s16oYKSM4x4Io49+3aip7dLWsifAdE9bUODYzOSqQT2H9qDfFcOzx4/ibGRCfT0LW2EGGVNXA/wPfjc7njfTiabRk9/D049cxKmqYOEYy8+hxBcnnDXaB+WimUkkgnEE+3T6Kmm3cGeZZkwTAOVitNaUFKysXVb/6pFESnTQBIJCNcLFI1XH5wI35c9EEwDs+KRoqwQAr5dhqC1AR2LJ0BNC7xiy2xJQU4NLoimyYwUb0OTazWZTBoCzy2ZnXIqDkolG+VyGcL3YFKCnu48MrkMYjEL8USsJptZGnLhFedhj48gMbCgVkspxcCWXkyMTyFFPQAEJU7qtE0ARI211DAa9lgV50uIJ2KqdLOObP4rlqIhy92RKBaglKK3rxuWZeLRh5/A1OQ0cvnskn9DCIVmGBBChy/mOh6URNmS4VFUKi4sqkGqsPogxtpkSELK5bJ0r90kCpeUUqRSCYyNjC/7WCnYxpHNtmesnhAKYhggug7hufArFQjPhSArC04E5zIYIUQ2sRpGTRaR6YZsFF9UBiGEwMwVUB5+Hs7MFMxsQZrzBePLtA1Kro1IBt5btl2JBCY551LwsFSG63nQdR2JZAJbBvuQTCURMyiY4E1FFc1CL7ziPPxSEW5xHnpiIXDI5tLY0ptDXPMhBKI+lMVw7snnb9L0XS7Z2L5za9tUuhXLo/a0QhGQyaaxZ99OPPbLJzA/V2x5/BMgHesnqSaTTaOnrwennj0Jw9SlcK1ugulrZ17IfQ5KaKCau3lIpVMYen5k2ceVyzILlsq0906ZEAKiG0GppPXgRISqw4SAGQaoYdaVaIAq/Y9Ssa78pSVSoIYB7jgyMMl3wa8EmRKjvU2uIZZlIpNJYWx0Ak7FhV22AQLEYjF09RSQL+SQTMlsWxjcCsHhl8vwXaeuP0au1YCRzcOZnkRlfEROcFVtZ1ecAZ6PWVfAb9Tc6nMQkKYqzKHUQmaD6zydaXT+TKpQbCC6ewuoVLbjicefgqaxlmX99Q1QJqvOljiODysRl3fQa9jrUl7hKPBGwbKMlkwLS8UyCoXcmhkM1gUnThCcgNT4QVU3sRJNl2WWZTIrVNfBda3OqI4QAiPXBXvkFJyZSRjZfNXkTXubXKspdOcxNTUD0zTQv6UX6UwKqVSiqadXqF0kp+68hg3aZq5LThO5DtyZKRjZPADAK82DeA6EAJ4dmUW+p1D7h4FlgQzqGmdJikVZulFZ5/Wl82dShWKDsWWwH07FwdPHTqC7ly056uv7Phil0DvoUFxNJptG30A/nj/xHBK57Jo335ZKZfT2dZ+WWWQnsWIWdF2D67pLHl/XXV7FtR0sFZyAEimZzhg004oUi1t5TmZY8Lyi/PuqzIeeTKMyMQbhuahMjkcaN9QwIXy/bU2u1XT15OuyIctuQzBx55frtyH8vVnohj02jMrkOPRUBqAUlQlpukjiSYDOwy5XYMUWAkvhc2lZsMSxL86XsX3XFlW6WWc2RxFYoVhHCCHYtnMrtgz2YXxksqliLiDtzDVd2xDlGyDULemBbpkYG53A/HxxxZocK8FzPWTzmy+9LSdw9CVFvZyKA93Q17XJkRBZTtDiUrMltA5gVgx6vF6xeNnn0zQ5weTXaoSEvSUA4ExLMTWqy1F7gfY2uYZomoZkKrFyrRddl+WmKkG9avR0VgZT3Edlcgze/KycJqIUyb5+9PZ3Y6ZKt0Q6YHMpuNhkLdznABFt6yVStE5Hg5Ibb7wRF154IVKpFHp6evCGN7wBR48eXfJvbr311sDdcuHLsjaHYqli86BpGnbt2Y6u3gJGRsaail75vg9NWzqbst6kMykcOLQX/f294D7H+Ngkhk+NYnJiGnbZbpuAl1NxoJs6UqsYle0Uuq4hnowvqexaKpWRTLau4tpOZHCiQ4snpeKtefqmidQwAULq1JH1dKYm+IiaXNHeJtfVEvoJScXfegE2QgisLjlF5MxMwZ4YBQCYWTny3NffDdM0UArsJUSg2LqUXk+pVEY8rko3naCjt3d33303rrvuOlx44YXwPA8f/ehH8epXvxqPPvooEonmTYbpdLomeNlsiqWKzYFpmdizbyecioPxsUl0L65LA/A8H5qmQWuzQupqIISgp7dLjoU7LubniyjOlzA+NoniXAlTU7MghCAetxCPx1rK8nDO4fs+fM+HF3zZZRvZfGbNRoHXmnQ6hfGRyaa/L5dsbN020NHzS+jEvBqopoHqhnQIpgtlNkIojFwBlXHZ8NtuJdd2QiiDZlnwSqWGZZwws+SV5mUPDWNRf0kqlUBvfzdOHH8eccsElmhuDZmfL2Fw+8CGKcueTXQ0KLnzzjtrvr/11lvR09ODBx54AJdeemnTvyOEoK+vr6XXqFQqqASd5QAwOzu7xKMViloSyTj2HtiFRx9+AtNTs3X+F57rIZlKbtjAWDd05PJZ5PJZbBnsR7lsozhXwuzsLCbHpzE1OQPP86AbOizLXAg8fB/c51EzKKUETGPQmBY0AJvI5tLo6tm8Vu6xuIU6U7cA3/dBGTtj7pSZYUqZ+0VOvEY6C2dK9pQwM7ZmTa7tgGh6IAxXCfRYat93ZlcPvBPSNsLIddUELn393RgZHsfc3BxSmcySbsQ8yCjl1NRNR9gYhfCAmZkZAEA+n1/ycfPz89i+fTs453jRi16EP/3TP8U555zT8LE33ngjPvGJT7R9rYqzh2wug937duDxR55Ecb5Uk873PB+x+Pob8Z0OMjsSQzweQ3dvATt2+SjOlzA/V8TUxDSKxRIMw4CVMWHFTJimCU3ToAc9M2FGSNO1M8It1bJMEEpls/Ki7ZEqrrFNrYhcDWEM1DDhV8qglEYXdEIp4v2D8O0yWCzeViXXdhOWcbjvBSWY2iwGM0xYPQPgjg0jU9ucnEjE0d/XhaePnUCm0LXk9snSjXXGBKSbDSLWwyGqBTjn+PVf/3VMT0/jJz/5SdPH3XPPPXjyySdx+PBhzMzM4Oabb8aPf/xj/PKXv8TWrVvrHt8oUzI4OIiZmRmk00o6WNE6J599Hk8ePY5cbsF4bvjUKPYd3IOt2/o7vLrV0+jifCZTsSt44N8egmkaQdZkgeGhMWzfuQW79+7s0Oraj+AcbnEeEKJpP4XvOtIjx9i4gTZ3XXjlIghlLZeZhBAozs7hkceOw7CsJYPNkeFxbBnsw74Du9u1ZMUK2DCZkuuuuw6PPPLIkgEJABw5cgRHjhyJvr/kkktw8OBBfPnLX8anPvWpusebprzjUyhWy5bBflQqDp55+iR6egrQdA0CgG5smI/RqjibAhIAMEwDpmWiYldqghLOOYQQyGTOrJsWQimYaQaCaqwuW7ARm1wbISeKgqxPi9NIwveQSCUxuGMrnnziOBLJeGPBNM7BOUd+GUVnxdqxId59119/Pb7zne/gRz/6UcNsx1Louo4XvvCFOHbs2BqtTqGQUEqxfecgBgZ6MToyEY0Kb6TJG0XrEEKQziThOLVjwXbZRixuIXkG+p3QSAulfoploza5LkaWcUzQZtuxCCFCQ0oTvQO9SCYTmJudb/jYcslGPK68bjpJR999Qghcf/31uOOOO/DDH/4QO3euPFXq+z4efvhh9Pdv/vS5YuOj6xp27duBrp48RobHoDG2oSZvFCsjkYjD92p1XErFMrLZ9JqpuHaS8IIufZFqR4Q3cpPrYgilYJYFEEDwpXV4hOdFwZhlmdiybQDFYilqaK2mOF9CvpBtyahRsTZ09N133XXX4Stf+Qr+7u/+DqlUCsPDwxgeHka5XI4e8/a3vx033HBD9P0nP/lJfO9738PTTz+Nn//853jb296GZ599Fu9617s6sQmKsxArGBVOZZKyEVSNDW5arJgFQkmNdovrecgX1l7FtVMQTQ8MARdlGbgAZfVlnY0K1XRQwwT3/abaO4L7QKDVEm5XT08BqXSyLlsihIDP+Rl97DcDHQ1KvvjFL2JmZgaveMUr0N/fH319/etfjx5z4sQJDA0NRd9PTU3h3e9+Nw4ePIjXv/71mJ2dxU9/+lMcOnSoE5ugOEtJphLYu38XcoVMjZ26YnNhWQZ0XYcTKLtW7AoMwzhjpm4aEcrPLxZUWysl17WEGSaopkmTwkUIIcC9wN+mqrHXtExsHRxAcb5cky0pl8qIxdtvvqhYGRtm+ma9mJ2dRSaTUdM3CoUCvu/jgX97CIJzpNJJTE1OI5GI4/wLzt00GYPTQQgB3y5LQTXdiNyHtUQSVNtcQTb3PGnAR2iN/gj3PIAAeiIJQmtLrK7j4sEHHoHrusgGeiSjI+Po6+/BgXP2ruv6FbVs/OKhQqFQrBGMMSQSscgDp2I7KHTnz+iABAizJSYIodKMb5M0uTaCahqoYUHwhTKOEALgfiRPvxjd0DG4fQvKJVuKBAoB3/PXxXxRsTSb7x2oUCgUbSSTTcN1XXieB0rpWSOaJQXVAqM7vnmaXBvBzAWHZUA2txJdB9Wbu1cXuvPI5rOYnp5FuWwjpqZuNgSb8x2oUCgUbcI0TUDIqZt4Mt4RA75OwQwThGkQvrepmlwXQwgFM2WfDPdcgADMsJbcHl3XsHWb1B6anZlDNpdGLKbMXTuNCkoUCsVZjRUzoes65maLKHRloS3hHnumEQqqEUo3XZPrYqimgZqWVKzVdZAWjmOhK4dCIQvP9VDoXtreRLE+bO53oUKhUKwSyzKhGzpc10M2e/aZsFFdB/eMhr0Xmw1mSKdj1qLSq6Zp2DI4AC6EKt1sEFRQolAozmp0Q0c8EYOAOKNHgZtBCIUWayy7vtkghECzYiv6m66ePKyYiXh8ZX+nWBtUUKJQKM560ukkDEM/a5U8z4SA5HQhhKgsyQZCBSUKheKsp3egR47FKhSKjqKCEoVCcdajUvcKxcZATd8oFAqFQqHYEKigRKFQKBQKxYZABSUKhUKhUCg2BCooUSgUCoVCsSFQQYlCoVAoFIoNgQpKFAqFQqFQbAhUUKJQKBQKhWJDoIIShUKhUCgUGwIVlCgUCoVCodgQqKBEoVAoFArFhkAFJQqFQqFQKDYEKihRKBQKhUKxIVBBiUKhUCgUig2BCkoUCoVCoVBsCFRQolAoFAqFYkOgghKFQqFQKBQbAq3TC1hvhBAAgNnZ2Q6vRKFQKBQKSSqVAiGk08voOGddUDI3NwcAGBwc7PBKFAqFQqGQzMzMIJ1Od3oZHYeIMHVwlsA5x6lTpxpGpbOzsxgcHMTJkyfPujfH2bztgNp+tf1n7/afzdsObJztV5kSyVmXKaGUYuvWrUs+Jp1On5UfTuDs3nZAbb/a/rN3+8/mbQfU9m8UVKOrQqFQKBSKDYEKShQKhUKhUGwIVFBShWma+PjHPw7TNDu9lHXnbN52QG2/2v6zd/vP5m0H1PZvNM66RleFQqFQKBQbE5UpUSgUCoVCsSFQQYlCoVAoFIoNgQpKFAqFQqFQbAhUUKJQKBQKhWJDoIKSgC984QvYsWMHLMvCxRdfjH/7t3/r9JLWhT/+4z8GIaTm68CBA51e1prx4x//GFdccQUGBgZACME3v/nNmt8LIfBHf/RH6O/vRywWw+WXX44nn3yyM4tdA5bb/muuuabu/fDa1762M4ttMzfeeCMuvPBCpFIp9PT04A1veAOOHj1a8xjbtnHdddehUCggmUziN37jNzAyMtKhFbePVrb9Fa94Rd2xv/baazu04vbyxS9+EYcPH44E0o4cOYJ/+qd/in5/ph73zYgKSgB8/etfx+/93u/h4x//OH7+85/j/PPPx2te8xqMjo52emnrwjnnnIOhoaHo6yc/+Umnl7RmFItFnH/++fjCF77Q8Pef/vSn8Zd/+Zf40pe+hHvvvReJRAKvec1rYNv2Oq90bVhu+wHgta99bc374Wtf+9o6rnDtuPvuu3HdddfhZz/7Gb7//e/DdV28+tWvRrFYjB7zu7/7u/j2t7+N22+/HXfffTdOnTqFN73pTR1cdXtoZdsB4N3vfnfNsf/0pz/doRW3l61bt+Kmm27CAw88gPvvvx+vfOUrceWVV+KXv/wlgDP3uG9KhEJcdNFF4rrrrou+931fDAwMiBtvvLGDq1ofPv7xj4vzzz+/08voCADEHXfcEX3PORd9fX3iM5/5TPSz6elpYZqm+NrXvtaBFa4ti7dfCCGuvvpqceWVV3ZkPevN6OioACDuvvtuIYQ81rqui9tvvz16zGOPPSYAiHvuuadTy1wTFm+7EEK8/OUvF+9///s7t6h1JpfLib/6q786q477ZuCsz5Q4joMHHngAl19+efQzSikuv/xy3HPPPR1c2frx5JNPYmBgALt27cJb3/pWnDhxotNL6gjHjx/H8PBwzXshk8ng4osvPmveCwBw1113oaenB/v378d73/teTExMdHpJa8LMzAwAIJ/PAwAeeOABuK5bc/wPHDiAbdu2nXHHf/G2h3z1q19FV1cXzj33XNxwww0olUqdWN6a4vs+brvtNhSLRRw5cuSsOu6bgbPOkG8x4+Pj8H0fvb29NT/v7e3F448/3qFVrR8XX3wxbr31Vuzfvx9DQ0P4xCc+gZe97GV45JFHkEqlOr28dWV4eBgAGr4Xwt+d6bz2ta/Fm970JuzcuRNPPfUUPvrRj+J1r3sd7rnnHjDGOr28tsE5xwc+8AG89KUvxbnnngtAHn/DMJDNZmsee6Yd/0bbDgBvectbsH37dgwMDOChhx7CH/zBH+Do0aP4h3/4hw6utn08/PDDOHLkCGzbRjKZxB133IFDhw7hwQcfPCuO+2bhrA9KznZe97rXRf8+fPgwLr74Ymzfvh1///d/j3e+850dXJmiE/zmb/5m9O/zzjsPhw8fxu7du3HXXXfhsssu6+DK2st1112HRx555Izun2pGs21/z3veE/37vPPOQ39/Py677DI89dRT2L1793ovs+3s378fDz74IGZmZvCNb3wDV199Ne6+++5OL0uxiLO+fNPV1QXGWF2n9cjICPr6+jq0qs6RzWaxb98+HDt2rNNLWXfC463eCwvs2rULXV1dZ9T74frrr8d3vvMd/OhHP8LWrVujn/f19cFxHExPT9c8/kw6/s22vREXX3wxAJwxx94wDOzZswcXXHABbrzxRpx//vn43Oc+d1Yc983EWR+UGIaBCy64AD/4wQ+in3HO8YMf/ABHjhzp4Mo6w/z8PJ566in09/d3einrzs6dO9HX11fzXpidncW99957Vr4XAOC5557DxMTEGfF+EELg+uuvxx133IEf/vCH2LlzZ83vL7jgAui6XnP8jx49ihMnTmz647/ctjfiwQcfBIAz4tg3gnOOSqVyRh/3TUmnO203ArfddpswTVPceuut4tFHHxXvec97RDabFcPDw51e2przwQ9+UNx1113i+PHj4l//9V/F5ZdfLrq6usTo6Ginl7YmzM3NiV/84hfiF7/4hQAg/vzP/1z84he/EM8++6wQQoibbrpJZLNZ8a1vfUs89NBD4sorrxQ7d+4U5XK5wytvD0tt/9zcnPjQhz4k7rnnHnH8+HHxz//8z+JFL3qR2Lt3r7Btu9NLXzXvfe97RSaTEXfddZcYGhqKvkqlUvSYa6+9Vmzbtk388Ic/FPfff784cuSIOHLkSAdX3R6W2/Zjx46JT37yk+L+++8Xx48fF9/61rfErl27xKWXXtrhlbeHj3zkI+Luu+8Wx48fFw899JD4yEc+Iggh4nvf+54Q4sw97psRFZQEfP7znxfbtm0ThmGIiy66SPzsZz/r9JLWhauuukr09/cLwzDEli1bxFVXXSWOHTvW6WWtGT/60Y8EgLqvq6++Wgghx4I/9rGPid7eXmGaprjsssvE0aNHO7voNrLU9pdKJfHqV79adHd3C13Xxfbt28W73/3uMyY4b7TdAMQtt9wSPaZcLov3ve99IpfLiXg8Lt74xjeKoaGhzi26TSy37SdOnBCXXnqpyOfzwjRNsWfPHvHhD39YzMzMdHbhbeId73iH2L59uzAMQ3R3d4vLLrssCkiEOHOP+2aECCHE+uVlFAqFQqFQKBpz1veUKBQKhUKh2BiooEShUCgUCsWGQAUlCoVCoVAoNgQqKFEoFAqFQrEhUEGJQqFQKBSKDYEKShQKhUKhUGwIVFCiUCgUCoViQ6CCEoVCoVAoFBsCFZQoFIolecUrXoEPfOADnV6GQqE4C1BBiUKhUCgUig2BCkoUCoVCoVBsCFRQolAoIorFIt7+9rcjmUyiv78fn/3sZ2t+/7d/+7d48YtfjFQqhb6+PrzlLW/B6OgoAEAIgT179uDmm2+u+ZsHH3wQhBAcO3Zs3bZDoVBsTlRQolAoIj784Q/j7rvvxre+9S1873vfw1133YWf//zn0e9d18WnPvUp/Pu//zu++c1v4plnnsE111wDACCE4B3veAduueWWmue85ZZbcOmll2LPnj3ruSkKhWITolyCFQoFAGB+fh6FQgFf+cpX8OY3vxkAMDk5ia1bt+I973kP/uIv/qLub+6//35ceOGFmJubQzKZxKlTp7Bt2zb89Kc/xUUXXQTXdTEwMICbb74ZV1999TpvkUKh2GyoTIlCoQAAPPXUU3AcBxdffHH0s3w+j/3790ffP/DAA7jiiiuwbds2pFIpvPzlLwcAnDhxAgAwMDCAX/3VX8Xf/M3fAAC+/e1vo1KpREGOQqFQLIUKShQKRUsUi0W85jWvQTqdxle/+lXcd999uOOOOwAAjuNEj3vXu96F2267DeVyGbfccguuuuoqxOPxTi1boVBsIlRQolAoAAC7d++Gruu49957o59NTU3hiSeeAAA8/vjjmJiYwE033YSXvexlOHDgQNTkWs3rX/96JBIJfPGLX8Sdd96Jd7zjHeu2DQqFYnOjdXoBCoViY5BMJvHOd74TH/7wh1EoFNDT04M//MM/BKXy3mXbtm0wDAOf//znce211+KRRx7Bpz71qbrnYYzhmmuuwQ033IC9e/fiyJEj670pCoVik6IyJQqFIuIzn/kMXvayl+GKK67A5Zdfjl/5lV/BBRdcAADo7u7Grbfeittvvx2HDh3CTTfdVDf+G/LOd74TjuPgt37rt9Zz+QqFYpOjpm8UCkXb+Zd/+RdcdtllOHnyJHp7ezu9HIVCsUlQQYlCoWgblUoFY2NjuPrqq9HX14evfvWrnV6SQqHYRKjyjUKhaBtf+9rXsH37dkxPT+PTn/50p5ejUCg2GSpTolAoFAqFYkOgMiUKhUKhUCg2BCooUSgUCoVCsSFQQYlCoVAoFIoNgQpKFAqFQqFQbAhUUKJQKBQKhWJDoIIShUKhUCgUGwIVlCgUCoVCodgQqKBEoVAoFArFhuD/B6b6cYoWnD6qAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a line plot showing the distance traveled\n",
    "# on each day of January and July.  The x axis should be the day\n",
    "# of the month, and the y axis will be the average trip distance. \n",
    "# There should be two lines, one for each month.  Remove the confidence\n",
    "# interval shadow from around each plot line.\n",
    "\n",
    "sns.relplot(x='day', \n",
    "            y='trip_distance',\n",
    "            kind='line',\n",
    "            data=df,\n",
    "            hue='month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "02fe5c1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x13e279310>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 558.875x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using Seaborn, show the number of trips taken\n",
    "# on each day (1-31) of both months (January and July).\n",
    "# The x axis should refer to the day of the month,\n",
    "# and the y axis should show the number of trips taken.\n",
    "\n",
    "sns.relplot(x='day', \n",
    "            y='year', \n",
    "            hue='month', \n",
    "            kind='line', \n",
    "            data=df.groupby(['month', 'day'])[['year']].count().reset_index(), errorbar=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e74171c4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x148dee480>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using Seaborn, create a box of total_amount,\n",
    "# with one plot for each month.\n",
    "\n",
    "sns.catplot(x='month', y='total_amount', data=df, kind='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "246218a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "month\n",
       "1    18.682089\n",
       "7    18.832659\n",
       "Name: total_amount, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('month')['total_amount'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81e376f7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
